# COEY

> COEY builds content and marketing automations with AI for brands, agencies and creators, and sells the software it built to do it. GroundSlate, the first product, is a macOS app and MCP server that indexes every word, face and place in a video library on the user's own Mac, then lets an AI agent search it, cut it and render finished video from it. Nothing is uploaded to us.

This file indexes everything COEY publishes. Prompt recipes are quoted in full so they can be used directly. Every document is also available as markdown at its own URL with .md on the end. The same index with every document's full text is at https://coey.com/llms-full.txt.

## Company

COEY. Scale human creativity through intelligent machine collaboration.
Founded by Ted Murphy, Founder. A serial entrepreneur with thirty years in marketing technology. Before COEY he founded IZEA, which pioneered influencer marketing and went public when he was 35, raising over $140 million and generating $5 billion in shareholder liquidity. WIRED credited him with launching PayPerPost in 2006, the first automated digital marketplace connecting advertisers with influencers.

- Company page: https://coey.com/company
- Contact: https://coey.com/contact, or hello@coey.com
- Pricing for everything: https://coey.com/pricing

Who COEY works with:
- B2C Brands: Consumer-facing companies that want to scale social content, streamline campaign workflows, and keep brand storytelling consistent across every channel, without ballooning headcount or losing the creative spark.
- B2B Brands: Organizations selling to other businesses that need high-volume, personalized content for thought leadership, demand generation and account-based marketing, with automation that speeds delivery and protects margins.
- Agencies: Marketing, creative and production agencies prototyping new AI-powered services, expanding capacity without adding headcount, and improving client margins through repeatable, scalable workflows.
- Creators: Individual creators, YouTubers and podcasters carrying a production team's output on their own: more formats out of every shoot, one voice across every channel, and a back catalogue that keeps earning instead of sitting on a drive.
- Media Companies: Publishers, streaming platforms and digital outlets maximizing the value of their libraries by repurposing, reformatting and distributing assets at scale in a fast-moving attention economy.
- Executive Leaders: CEOs, board members and non-technical senior executives seeking rapidly deployed custom AI systems, plus hands-on training to use them effectively.

## Software

### GroundSlate

The ultimate AI companion for creators on macOS. Point it at your footage. It indexes every frame, face, word and place on your Mac, then hands the library to your AI assistant as a backend that cuts the video.

- Page: https://coey.com/software/groundslate
- Status: Available now
- Runs on: macOS
- Tier "Free": free. The whole app, on one Mac.
- Tier "Pro": $99 per year. Everything in the app, on your Mac.
- Tier "Teams & agencies": quoted, not sold online. For teams running GroundSlate at volume.
- Requirements: macOS 26 or later; Apple silicon; 8 GB of unified memory, and 16 GB for the default vision model; AI Voice needs 16 GB of unified memory; AI Video needs 64 GB of unified memory and a Max or Ultra chip, M3 or newer; An AI client that can make MCP calls to a local server: Claude Desktop, Claude Code, ChatGPT Desktop, Cursor or the Gemini CLI. Any other MCP capable tool can be pointed at the same server by hand; An internet connection for the first run
- What it does: It watches everything; Hours, not clips; External drives; Video graphics; Fast rendering; Instant recall; Relationship context; Moment search; Subject reframing; Automagic events; Portable people; Scoped access; Privacy mode; Host or bridge; Avatar kits; Prompt library; Project context; AI Voice; AI Video; AI Music; AI Sound Effects; Open models on Apple silicon
- Resources for driving it: https://coey.com/resources/groundslate

## Compare

GroundSlate is MCP first. An agent watches and listens on the user's Mac, names people, transcribes with word-level timing, maps the music, logs footage down to 0.25 seconds, builds kits, generates and renders, with no credits for the local models. A timeline editor is optional interchange, not a required last step.
- Compare index: https://coey.com/software/groundslate/compare
Your local AI watches and listens on your Mac. It transcribes with word-level timing, maps the music, and writes down faces, people, relationships, collections and places. A clip can be logged down to every 0.25 seconds.
- Scene log: A local model watches the film. Default 2 seconds, as fine as 0.25.
- Face detection: AI finds faces in the footage, matches them, and names them.
- Transcript: It listens, then times every word.
- Music: Beats, energy, sections, and the lyrics.
- Relationships: Who is related to whom, and how. Notes, social, voice, and avatars stay with them.
- People: A catalog of the people in your footage, with notes.
- Collections: Rules that gather families, seen-together, and saved searches.
- Places: GPS becomes a place name, then you can refine it.
Your AI writes the code once. Brand, transitions, looks, overlays, puppets, style kits, props and sets live in the kit store. The next video loads that same code. It does not copy it.
- Brand: Titles, type, and color your AI reuses.
- Transitions: Clip joins and page moves, saved once.
- Looks: A grade your AI applies on the next film.
- Overlays: Lower thirds, banners, and callouts that hold.
- Puppets: Characters your AI can perform, not draw once.
- Style kits: The look of a whole show, in one kit.
- Props: Objects a scene can pick up again.
- Sets: Rooms and worlds a show is staged in.

### GroundSlate vs Adobe Premiere Pro

This is a whole new way to edit. Your AI watches the library, builds the kit, and finishes the film on your Mac.

- Page: https://coey.com/software/groundslate/compare/adobe-premiere
- Stay with Premiere if: You grade in Lumetri with scopes and deliver HDR packages; Your motion work lives in After Effects and plugins you already own; You need Windows, or a Premiere project as the shop file; You cut multicam and live in the timeline every day
- Try GroundSlate if: You need to scale video production; You want an AI to create video on your Mac without a credit meter; You use Claude, ChatGPT, or Cursor Desktop; You want a library that names people and remembers the film
- Together: Search, cut, save a kit, apply looks, generate the voice and the bed, render now or schedule to run overnight. If a shop still wants Premiere, hand off EDL or XML.
- What does GroundSlate do that Premiere does not? It watches and listens on your Mac. Your AI runs face detection, transcribes speech with word-level timing, maps the music, searches places, reads relationships, keeps avatars, compiles a show, captures or records a web page, automatically adds media found online, builds kits, applies looks, generates voice, music, SFX and video, runs a puppet, and renders the file, through 386 MCP tools. No credits for the local models.
- How fine is the index? Vision samples every 2 seconds by default. The app's Maximum reprocess logs every 0.5 seconds. MCP can set interval_sec as low as 0.25 seconds. That is not every frame. Speech is transcribed for the whole clip, then timed word by word. Music gets its own map: beats, energy and sections, and the lyrics.
- What personal data does GroundSlate store? AI face detection, a people catalog, notes, relationships, smart collections, transcripts, word timings, music maps, GPS and place names. All of that lives in your profile on your Mac. COEY does not receive it.
- What is a kit? A kit is code your AI writes once and GroundSlate keeps. The HTML, the JavaScript, the rig, the engine a page loads. Not a still, and not a preset you drag onto a timeline. Brand, transitions, looks, overlays, puppets, style kits, props and sets are kits. A puppet kit is the body an avatar performs. A style kit is how a whole show is drawn. An engine kit is a library every later page can load. They live in the kit store, one kit per thing, in a collection that says which kind. A later page points at that code. The project folder stays prose, plates, takes and the finished file. Nothing is copied back into the cut. Premiere keeps MOGRTs and LUT files by hand, one timeline at a time. Here the next episode runs the same kit.
- Do I need Premiere to finish? No. GroundSlate renders the film on your Mac. Export to Premiere is there when a shop asks for a timeline, not because the cut is unfinished.
- Do I need Creative Cloud? No. GroundSlate is free to try, or $99 a year for Pro. Premiere on Creative Cloud is $22.99 a month.
- Where does my footage go? Indexing, faces, transcription, word timing, music maps, looks and rendering stay on your Mac. Premiere projects live in the app on your machine. Your AI client is a separate app, so what you type there follows that app.

### GroundSlate vs CapCut

This is a whole new way to edit. Your AI watches the library, builds the kit, and finishes the film on your Mac.

- Page: https://coey.com/software/groundslate/compare/capcut
- Stay with CapCut if: You cut short-form on a phone and live in templates; You want CapCut's catalog of effects, music and captions; You need Windows, Android, or the web editor; You do not produce high volume
- Try GroundSlate if: You need to scale video production; You want an AI to create video on your Mac without a credit meter; You use Claude, ChatGPT, or Cursor Desktop; You want a library that names people and remembers the film
- Together: Search, cut, save a kit, apply looks, generate the voice and the bed, render now or schedule to run overnight.
- What does GroundSlate do that CapCut does not? It watches and listens on your Mac. Your AI runs face detection, transcribes speech with word-level timing, maps the music, searches places, reads relationships, keeps avatars, compiles a show, captures or records a web page, automatically adds media found online, builds kits, applies looks, generates voice, music, SFX and video, runs a puppet, and renders the file, through 386 MCP tools. No credits for the local models.
- How fine is the index? Vision samples every 2 seconds by default. The app's Maximum reprocess logs every 0.5 seconds. MCP can set interval_sec as low as 0.25 seconds. That is not every frame. Speech is transcribed for the whole clip, then timed word by word. Music gets its own map: beats, energy and sections, and the lyrics.
- What personal data does GroundSlate store? AI face detection, a people catalog, notes, relationships, smart collections, transcripts, word timings, music maps, GPS and place names. All of that lives in your profile on your Mac. COEY does not receive it.
- What is a kit? A kit is code your AI writes once and GroundSlate keeps. The HTML, the JavaScript, the rig, the engine a page loads. Not a still, and not a preset you drag onto a timeline. Brand, transitions, looks, overlays, puppets, style kits, props and sets are kits. A puppet kit is the body an avatar performs. A style kit is how a whole show is drawn. An engine kit is a library every later page can load. They live in the kit store, one kit per thing, in a collection that says which kind. A later page points at that code. The project folder stays prose, plates, takes and the finished file. Nothing is copied back into the cut. CapCut keeps templates and effects you apply, one project at a time. Here the next episode runs the same kit.
- Do I need CapCut to finish? No. GroundSlate renders the film on your Mac. CapCut is there if you still want that timeline, not because the cut is unfinished.
- Where does my footage go? Indexing, faces, transcription, word timing, music maps, looks and rendering stay on your Mac. CapCut Spaces and cloud AI send work to their servers. Your AI client is a separate app, so what you type there follows that app.

### GroundSlate vs Final Cut Pro

This is a whole new way to edit. Your AI watches the library, builds the kit, and finishes the film on your Mac.

- Page: https://coey.com/software/groundslate/compare/final-cut-pro
- Stay with Final Cut if: You cut on the magnetic timeline and live in libraries; Your motion work lives in Motion and plugins you already own; You need an iPad cut, or FCPXML as the shop file; You cut multicam and live in the timeline every day
- Try GroundSlate if: You need to scale video production; You want an AI to create video on your Mac without a credit meter; You use Claude, ChatGPT, or Cursor Desktop; You want a library that names people and remembers the film
- Together: Search, cut, save a kit, apply looks, generate the voice and the bed, render now or schedule to run overnight. If a shop still wants Final Cut, hand off FCPXML.
- What does GroundSlate do that Final Cut does not? It watches and listens on your Mac. Your AI runs face detection, transcribes speech with word-level timing, maps the music, searches places, reads relationships, keeps avatars, compiles a show, captures or records a web page, automatically adds media found online, builds kits, applies looks, generates voice, music, SFX and video, runs a puppet, and renders the file, through 386 MCP tools. No credits for the local models.
- How fine is the index? Vision samples every 2 seconds by default. The app's Maximum reprocess logs every 0.5 seconds. MCP can set interval_sec as low as 0.25 seconds. That is not every frame. Speech is transcribed for the whole clip, then timed word by word. Music gets its own map: beats, energy and sections, and the lyrics.
- What personal data does GroundSlate store? AI face detection, a people catalog, notes, relationships, smart collections, transcripts, word timings, music maps, GPS and place names. All of that lives in your profile on your Mac. COEY does not receive it.
- What is a kit? A kit is code your AI writes once and GroundSlate keeps. The HTML, the JavaScript, the rig, the engine a page loads. Not a still, and not a preset you drag onto a timeline. Brand, transitions, looks, overlays, puppets, style kits, props and sets are kits. A puppet kit is the body an avatar performs. A style kit is how a whole show is drawn. An engine kit is a library every later page can load. They live in the kit store, one kit per thing, in a collection that says which kind. A later page points at that code. The project folder stays prose, plates, takes and the finished file. Nothing is copied back into the cut. Final Cut keeps Motion templates and LUT files by hand, one timeline at a time. Here the next episode runs the same kit.
- Do I need Final Cut to finish? No. GroundSlate renders the film on your Mac. Final Cut is there if you still want that timeline, not because the cut is unfinished.
- Where does my footage go? Indexing, faces, transcription, word timing, music maps, looks and rendering stay on your Mac. Final Cut libraries live in the app on your Mac or iPad. Your AI client is a separate app, so what you type there follows that app.

### GroundSlate vs DaVinci Resolve

This is a whole new way to edit. Your AI watches the library, builds the kit, and finishes the film on your Mac.

- Page: https://coey.com/software/groundslate/compare/davinci-resolve
- Stay with Resolve if: You grade on the Color page and finish in Resolve; Your compositing lives in Fusion; You mix in Fairlight; You need Windows or Linux, or a Resolve project as the shop file
- Try GroundSlate if: You need to scale video production; You want an AI to create video on your Mac without a credit meter; You use Claude, ChatGPT, or Cursor Desktop; You want a library that names people and remembers the film
- Together: Search, cut, save a kit, apply looks, generate the voice and the bed, render now or schedule to run overnight. If a shop still wants Resolve, hand off XML or AAF.
- What does GroundSlate do that Resolve does not? It watches and listens on your Mac. Your AI runs face detection, transcribes speech with word-level timing, maps the music, searches places, reads relationships, keeps avatars, compiles a show, captures or records a web page, automatically adds media found online, builds kits, applies looks, generates voice, music, SFX and video, runs a puppet, and renders the file, through 386 MCP tools. No credits for the local models.
- How fine is the index? Vision samples every 2 seconds by default. The app's Maximum reprocess logs every 0.5 seconds. MCP can set interval_sec as low as 0.25 seconds. That is not every frame. Speech is transcribed for the whole clip, then timed word by word. Music gets its own map: beats, energy and sections, and the lyrics.
- What personal data does GroundSlate store? AI face detection, a people catalog, notes, relationships, smart collections, transcripts, word timings, music maps, GPS and place names. All of that lives in your profile on your Mac. COEY does not receive it.
- What is a kit? A kit is code your AI writes once and GroundSlate keeps. The HTML, the JavaScript, the rig, the engine a page loads. Not a still, and not a preset you drag onto a timeline. Brand, transitions, looks, overlays, puppets, style kits, props and sets are kits. A puppet kit is the body an avatar performs. A style kit is how a whole show is drawn. An engine kit is a library every later page can load. They live in the kit store, one kit per thing, in a collection that says which kind. A later page points at that code. The project folder stays prose, plates, takes and the finished file. Nothing is copied back into the cut. Resolve keeps Fusion macros and LUT files by hand, one timeline at a time. Here the next episode runs the same kit.
- Do I need Resolve to finish? No. GroundSlate renders the film on your Mac. Resolve is there if you still want that timeline, not because the cut is unfinished.
- Where does my footage go? Indexing, faces, transcription, word timing, music maps, looks and rendering stay on your Mac. Resolve projects live in the app on your machine. Your AI client is a separate app, so what you type there follows that app.

## Services

COEY also builds and runs the systems, rather than only selling the tools. Engagements are scoped to the work and quoted before anything starts: https://coey.com/services

### Workflow architecture

Your stack, wired for AI. Automation that lives where your team already works, not in another tab.
URL: https://coey.com/services#workflow-architecture
Deliverables: API integration across CRM, analytics and content libraries; Multi-platform adaptation: clips, carousels, shorts, posts; Auto-generated headlines, captions and copy variations; Human-in-the-loop curation and quality control; Brand-consistent publishing to YouTube, Instagram, TikTok, LinkedIn

### Content production

One asset becomes a campaign. One asset becomes a campaign, at machine scale, with a human on everything that ships.
URL: https://coey.com/services#content-production
Deliverables: Single asset → multi-format campaign; Video, podcast, blog and social output; 24/7 automated content production; Real people blended with AI-generated assets; Creative variation at volume: more shots on goal

### Operated channels

Media properties we run for you. We launch and operate media channels fueled by generative AI, from AI-first pipelines with a human polish all the way to fully autonomous channels.
URL: https://coey.com/services#operated-channels
Deliverables: Channel launches across video, audio and written formats; Asset multiplication: podcasts to blogs, videos to shorts; Distribution to YouTube, TikTok, Instagram, Spotify, Apple Podcasts; Monetization through sponsorship, ads, affiliate and syndication; A new episode every day, fully autonomous

## Resources

### GroundSlate

The MCP server for your video library, running on your Mac.

#### Capabilities

Every tool GroundSlate exposes over MCP, grouped by what it is for. Index: https://coey.com/resources/groundslate/capabilities

##### Find footage

URL: https://coey.com/resources/groundslate/capabilities/find-footage
Markdown: https://coey.com/resources/groundslate/capabilities/find-footage.md
Summary: Search everything indexed: the words spoken, the things shown, the places filmed, and the notes somebody wrote.

- search_catalog: Search EVERYTHING GroundSlate has indexed, across all folders, by free text over clip TITLES (the human name a user or the AI gave a clip), shot descriptions, summaries, transcripts, people, PLACE ("City, Country"), filenames ("river tubing", "Zane eating", "Rockledge"), and the scene bag (settings, venues and objects: "indoor", "beach", "kitchen")
- search_transcript: Search spoken words/phrases and return reusable absolute time windows
- resolve_clips: Turn the app's "Copy for AI" clip ids into full clip records, CALL THIS FIRST when a prompt arrives with GroundSlate clip ids
- clips_near: Clips filmed NEAR a place, the anchor clip's GPS (give its source and/or data-home clip_dir, or an explicit latitude/longitude) plus every OTHER catalogued clip within radius_miles (default 5), nearest first
- get_clip_metadata: Everything known about ONE source video in one call: the shotlog JSON (shots, best segments, subject track, transcript, people) plus where its metadata files live
- search_notes: Find user-authored NOTES anywhere in the catalog, this is the ONE search that reaches the freeform notes search_catalog can't: timeline MOMENT labels, per-source footage NOTES, PERSON notes, EVENT notes, and PROJECT notes
- search_people: Find PEOPLE by a name (or exact id like p394), go straight from "Zane" to the person record instead of list_people + scanning
- search_events: Find EVENTS by free text and/or a DATE window, without pulling the whole list and scanning it
- search_projects: Find PROJECTS by free text, without pulling the whole list and scanning it
- search_cities: Search the offline cities dataset by name (Location tab 'add location by search')
- list_favorites: The clips the USER hand-picked as favorites, as catalog source strings ready for make_montage, quick_cut_plan, render_sequence or produce_reel
- set_favorite: FAVORITE a clip (the heart in the Library), or clear it with favorite=false
- summarize_video: Re-summarize a video from its existing Processed/<video>/shotlog.json, a FACTUAL, timestamped account, one paragraph per summary_window_sec window (default 10s)
- refresh_story: Re-materialize a clip's derived TEXT + catalog row after its people changed
- name_untitled_clips: Backfill AI titles for Library clips that still show camera stems (IMG_4043, MVI_0069)
- name_video: Give an already-processed video a human title (shown in the app's library)

##### Cut and assemble

URL: https://coey.com/resources/groundslate/capabilities/cut-and-assemble
Markdown: https://coey.com/resources/groundslate/capabilities/cut-and-assemble.md
Summary: Plan a cut from what each clip knows about itself, trim it, reframe it, join it with real camera moves, and render the film.

- quick_cut_plan: MANY clips (raw or processed): plan a Quick Cut, the best ~dur-second moment of each clip, hard-cut back to back. NOT A POLISHED PIECE
- quick_cut_export: QUEUE a Quick Cut render: the best ~dur-second moment of each clip, hard-cut onto a canvas. NOT A POLISHED PIECE
- make_highlights: ONE processed video: an auto rough-cut PROPOSAL for you to drive, not a final edit
- make_highlights_vertical: ONE processed video to a vertical short in one step: select a highlight cut and reframe exactly those clips (in order, each trimmed + panned) into a subject-anchored 9:16 short
- make_montage: MANY processed clips: plan a montage ACROSS separate clips, driven by each clip's OWN analysis, not blind cuts
- make_reframe: Plan a subject-anchored 16:9 to 9:16 vertical reframe of a whole processed video: per-shot crops that follow subject_x (panning within a take when a track exists). Writes a plan and an ffmpeg_argv, no media
- reframe_person: The crop FOLLOWS A NAMED PERSON'S FACE through the whole window: one clip, one person, one rendered 9:16 (or any out_w x out_h) file whose crop moves continuously to keep that person framed, in a crowd, and across mixed orientations. A background job: job_wait(job_id) returns the file with its coverage and fallback_spans, and a person the clip has never seen is a structured refusal, never a centre crop
- reframe_vertical: Crop 16:9 to vertical 9:16 around crop_center_x (0..1)
- reframe_pan: Vertical 9:16 crop that pans from x_start to x_end (0..1) so a moving subject stays framed
- track_subject: Subject horizontal position over time to pan track. Background job
- face_focus: WHERE THE FACE IS in a clip, as a fraction of the frame, the number object-position wants
- extract_clip: Cut a clip from src to out_path (writable folder)
- extract_word_clip: Cut [start, end) with absolute matched trim+atrim, lip-sync safe for word montages
- set_trim: Set a clip's metadata TRIM in/out points in seconds (start, end), a non-destructive in/out that marks the good part WITHOUT cutting the media
- set_cover_frame: Set a clip's Library COVER to the frame at time t (seconds)
- assign_frame: Fix WHO one detected face box is, durably (segment-identity editing)
- frame_overrides: List the MANUAL per-frame identity corrections for a clip, normally an EMPTY list, because most clips have never been hand-corrected
- edit_clip_shots: USER EDIT: fix a clip's SHOT-LOG descriptions (clean up bad AI)
- heal_duplicate_shots: Collapse shot rows that cover the SAME time span, with no re-analysis, no model and no re-index; a shot is a span, so two rows carrying one span are not two shots
- edit_clip_scene: USER EDIT: fix a clip's SCENE tags and/or ON-SCREEN TEXT (clean up bad AI, the tags are model judgements, the OCR is machine-read and sometimes garbled)
- edit_clip_summary: USER EDIT: replace a clip's AI summary with text (clean up bad AI)
- edit_clip_transcript: USER EDIT: fix a clip's TRANSCRIPT (mis-heard speech)
- edit_clip_gps: USER EDIT: pin a clip to a GPS coordinate (Location tab 'add location by search')
- edit_clip_location: USER EDIT: set (or clear, with "") a clip's PLACE-LABEL override, a hand-corrected 'City, Country' that wins over the reverse-geocode
- set_clip_date: Correct a clip's CAPTURE DATE (shot_at) when it imported wrong, a bad camera clock or a re-encode can stamp the wrong date, which throws off Events (they cluster by capture date) and the Library timeline
- set_clip_orientation: ROTATE a clip that came in the wrong way up, video or still. Absolute clockwise quarter turns: 90, 180, 270, or 0 to go back to the file's own orientation
- set_visual_kind: Set a clip's editing ROLE, what the media is FOR in an edit, whatever container it is in
- set_source_description: Save a per-video source description
- get_source_description: Read the saved per-video source description
- render_transition: Join TWO clips with a real camera move or 3D turn instead of a hard cut, and render it
- list_transitions: BOTH TRANSITION LIBRARIES: the ffmpeg moves between two CLIPS (the default) and the in-page HTML kit for a PAGE (engine="html", vendored by get_kit("transition kit"))
- transition_motion: WHAT A NAMED MOVE ACTUALLY DOES, the curve, the deformation and the geometry, as data. Names a page move, or engine=html, and it answers for the page library too. It does not render
- list_easings: The easing vocabulary the whole transition library is built on, as data, each curve as a CSS cubic-bezier where it is exactly one, or a sampled table where it is not, with its derivative
- produce_reel: MANY clips plus optional narration, music and overlay cards: plan a produced reel from FOOTAGE. RETURNS A WIRED PLAN of MCP tool calls, not a file
- render_cut: RENDER A WHOLE FILM FROM ONE DOCUMENT, in one pass, shots, transitions and an N-voice audio mix, and report the frame count MEASURED off the finished file
- cut_doctor: CHECK A WHOLE FILM BEFORE YOU SPEND AN HOUR RENDERING IT, hand it the cut object render_cut takes and get back every structural, arithmetic and editorial problem in it
- render_sequence: ASSEMBLE N CLIPS WITH N-1 TRANSITIONS, IN ONE CALL. The verb for building a cut out of shots and moves, not a pair at a time. plan_only=True returns the arithmetic and an estimate, and renders nothing
- export_cut: Export a LAYERED cut object (cut: 2) as an editor timeline, Final Cut Pro (FCPXML) or Premiere Pro (FCP7 XML / XMEML). Export only: renders nothing, writes no media. Refuses a cut: 1 document
- export_edit: Turn a Processed/<video>/ folder into editor files (EDL, FCPXML, marker CSV, YouTube chapters, readable index) written to edit/
- make_gif: Convert a video to an animated GIF
- request_review: Put a file in front of the human and ask them to mark it up. USE THIS INSTEAD OF DESCRIBING A RENDER IN PROSE, and instead of asking them to open a file by hand
- review_wait: Park until the human decides, or until timeout seconds pass (capped at 55). Mirrors job_wait
- review_status: What the human said. READ-ONLY
- review_reply: Answer one comment, in the place the complaint is. This is how "Fixed in the next render" reaches the human beside the mark they drew rather than in a chat window they have closed
- list_reviews: Every review in this profile, newest first. READ-ONLY
- withdraw_review: Take back a review YOU asked for and they have not answered

##### Sound and music

URL: https://coey.com/resources/groundslate/capabilities/sound-and-music
Markdown: https://coey.com/resources/groundslate/capabilities/sound-and-music.md
Summary: Transcription with word level timing, the beat grid under a track, a mix that ducks properly, narration spoken on your Mac, and music beds and sound effects written on it.

- transcribe: Whisper transcription with word-level timestamps (default ON)
- make_captions: Caption TIMING METADATA (cues) for ONE processed video, plus an optional burn-in ffmpeg_argv. BURNING IN IS A SECOND CALL: this writes cue files and returns the argv, and render_ffmpeg(argv) is what writes the captioned video
- extract_audio: Extract the source audio (real ambience/sizzle)
- sync_audio: DUAL-SYSTEM SOUND, line a separately-recorded audio file up with the video it belongs to, automatically, by listening to both
- bind_audio: REMEMBER that a separately-recorded audio file is this clip's real sound
- unbind_audio: Forget a clip's separately-recorded audio
- mix_audio: Build a production audio mix: narration + music with the music AUTOMATICALLY DUCKED under the voice (broadcast sidechain compressor), the "music ducked under VO" step of a produced reel, in one call
- audio_beats: Deterministic tempo + beat map (BPM, beat times, downbeats, energy envelope, suggested musical cut points) for a clip's audio, computed locally so agents never grind beats in-session
- audio_energy: Loudness envelope + hero-sound moments. path may also be a clip id / filename / stem, see extract_clip
- music_map: The EDIT MAP for an indexed audio file, song structure, drops, phrase-aware cut points, loudness and key
- separate_sound: Isolate or REMOVE one sound from a clip by describing it: prompt="music", "dog barking", "the speaker's voice"
- sam_audio_status: Whether SAM-Audio is present on your Mac, which decides whether separate_sound can run at all
- synthesize_speech: Speak a SCRIPT in one of this profile's voices, locally, the narration tool you reach for mid-reel. A background job: it returns a job_id, and job_wait(job_id) hands back the audio path and its word-level timings. Every take is filed in the library, and any speed other than 1.0 is refused
- list_voices: List every VOICE in this profile, the local speech identities narration can be spoken in
- search_voices: Find VOICES by free text, without pulling the whole library and scanning it yourself
- get_voice: Read ONE voice's full RECORD, everything needed to narrate with it, or to judge whether you may
- preview_voice: Hear a SHORT sample of an existing voice before you commit a whole script to it, a few seconds, synchronous, cached per voice so asking twice costs nothing
- create_voice: Create a voice with NO REAL HUMAN anywhere in it, invented from a written description, or minted from one of the stock speakers. Returns a job_id, not a voice: minting is a background job
- attach_voice: Bind a VOICE to the person or avatar who speaks in it, so "narrate as Mara" is answerable from the kit instead of from memory
- detach_voice: Unbind a VOICE from a person or an avatar
- voice_status: Whether local SPEECH SYNTHESIS is ready on your Mac: the engine, the model tier the user picked, and whether that tier's weights are on disk
- list_generations: List every GENERATION your Mac's own engines made in this profile, newest first, the provenance record behind the AI Voice then Generations tab and AI Video's Recent column, not a second store
- clone_voice_from_sample: Cloning a voice from a real person's recording is a USER-only action performed in the app's AI Voice page (user only, in the app)
- generate_music: Make an instrumental MUSIC BED from a description, ON THIS MAC: Stable Audio 3 running locally through MLX
- generate_sound_effect: Make a SOUND EFFECT from a description, ON THIS MAC: Stable Audio 3 running locally through MLX

##### Design and render

URL: https://coey.com/resources/groundslate/capabilities/design-and-render
Markdown: https://coey.com/resources/groundslate/capabilities/design-and-render.md
Summary: Author an overlay from a spec, write a page to disk, render it to video, keep an approved look as a kit, and hold a character on model.

- author_overlay: Author a punchy, ANIMATED, self-contained overlay HTML page from a high-level spec, no skill, no npm, no framework, that render_html renders directly (window.__seek(t) + window.__duration house contract)
- write_composition: WRITE an HTML page you authored to a real path on your Mac, and get the path back. render_html, render_composition, preview_html and check_fonts all need an html_path that already exists
- render_html: Render HTML to a video file, no framework, no npm, no skill. This tool renders a PAGE
- render_composition: Bake an HTML/GSAP composition to a video file (Chromium frames + your Mac's ffmpeg). The picture is the HTML, not a library cut
- render_concat: Concatenate rendered segments (+ optional audio) into a final file
- render_ffmpeg: Bake an emitted ffmpeg render. Pass the ffmpeg_argv returned by make_reframe / make_highlights / make_highlights_vertical / make_captions and the output path. Start argv at the flags (-y, -i, …): the server prepends your Mac's ffmpeg binary itself
- author_film: Author a PAGE FILM, several scenes of your own media, joined by the in-page transition kit's moves, as ONE self-contained HTML page render_html renders directly
- generate_video: Generate a short video from a written prompt, ON THIS MAC: LTX 2.5 running locally through MLX
- list_effects: THE LOOK CATALOG: named treatments of ONE clip, by category: light, color, blur, emulsion, print, lenses, camera, glitch (category= filters to one)
- apply_effect: Bake a named LOOK onto one clip and write a new file (ffmpeg, on your Mac)
- list_ai_effects: THE AI EFFECTS CATALOG: model-driven looks, each with ITS OWN parameters
- preview_ai_effect: PREVIEW an AI effect on ONE frame with up to six different settings, the lock-a-look step before apply_ai_effect commits minutes of GPU to a clip
- apply_ai_effect: Apply an AI EFFECT (model-driven look) to one clip and write a new file
- preview_html: LOOK at a composition you are still writing, WITHOUT rendering it. Returns PICTURES: the same page render_html would encode, seeked to the timestamps you name
- preview_frame: ONE FRAME of a composition page at t, as fast as it can be drawn
- sample_frames: LOOK at a finished video or image: returns actual PICTURES, not paths. Use it to check your own work after a render, and on any clip in the library
- composition_doctor: Can your Mac turn a page into video at all? Checks the three pieces every HTML render path needs: Playwright imports, headless Chromium LAUNCHES, ffmpeg is present
- save_kit: Save an HTML string as a named, reusable kit for THIS profile (a brand/style reference for future renders, NOT a finished render)
- get_kit: Return a saved kit's HTML so you can read/adapt it as a brand reference before authoring a new render_html page. Names a saved look, or one of the shipped kits: get_kit("measurement kit"), get_kit("transition kit") and get_kit("draw kit")
- list_kits: List this PROFILE's saved kits, reusable brand-reference HTML pages (a house lower-third, a title-card layout, a "Claude Design" brand kit). collection=groundslate is the built-in shelf
- import_kit: Copy an existing .html/.htm file into this profile's kit store (name defaults to the filename)
- delete_kit: Delete a saved kit from this profile by name
- refresh_kit_preview: Redraw a saved kit's preview.png at timestamp t, and its preview-motion.mp4, and re-stamp the content hash that preview_stale is measured against
- kit_detail: RENDER A KIT BIG, into Scratch Outputs, and change nothing about the kit: its entry page, or one named sheet, at any width from 1280 to 3840. The stored preview.png is a card at one width; this is the picture you generate when you want to LOOK at a puppet turnaround or a style kit's card sheet rather than recognise it in a grid
- list_kit_collections: The named COLLECTIONS this profile's kits are organised into, and how many each holds. These are kit collections (Toolkit then Code Kits: "Puma"), not Library or People collections
- create_kit_collection: Create (or update) a named collection for this profile's kits, not a Library or People collection. kind says what the kits in it ARE: looks (the default), engine, puppets, sets, props or style_kit
- set_collection_kind: Re-label an existing kit collection: kind becomes one of looks, engine, puppets, sets, props or style_kit. This is how a collection made before kinds existed (it reads as looks until then) becomes what it always was
- delete_kit_collection: Delete a kit collection, not a Library or People collection. REFUSES a non-empty one unless force=True, and tells you how many kits it holds, losing a body of work because a name was reused is not a mistake this should make on your behalf
- export_collection: Export a COLLECTION of kits as one shareable .gskit file (zip + kit.json carrying a format version, the collection record, per-file SHA-256 checksums, and the fonts it REQUIRES)
- analyze_style: Look profile + prompt_suffix + reference stills
- remove_background: Cut the SUBJECT of a still IMAGE out of its background and save it as a transparent PNG
- list_fonts: List the font families the local font library can resolve for render_html right now, each with its faces (file, weight, style)
- check_fonts: PREFLIGHT an HTML page's fonts WITHOUT rendering: reports which referenced font families resolve locally (already-embedded @font-face or resolvable from the font library) and which are unresolved
- register_font: Add ONE font file (.woff2/.woff/.ttf/.otf) to the local font library so render_html can resolve family and inline it (no silent system-font fallback)
- import_fonts: Ingest a design-system font folder (or a single font file) into the local font library in one call, every .woff2/.woff/.ttf/.otf inside is registered
- remove_font: Remove a family (or one face) from the local font library, the undo for a wrong registration. The library's own COPY of each removed face is deleted, because list_fonts and the renderer otherwise keep INFERRING the family from a font file left in the folder; the file you imported from is never touched
- style_kit_scaffold: START A SHOW'S STYLE KIT FROM A VALID ONE. Writes a complete starter kit into collection (created as kind style_kit if new; refused if it exists with another kind) called name, and runs style_kit_doctor on what landed, so the first edit is made to a kit that already passes
- style_kit_doctor: CHECK A STYLE KIT AGAINST ITS CONTRACT before a puppet is drawn to it. kit is the kit's name or kit_… id (a style kit is ONE kit in a style_kit collection, one collection per SHOW). Findings, never exceptions: hand it a half-written kit and you get the list of what is wrong
- style_kit_sheet: LOOK at a style kit. Renders one of the kit's preview pages, swatches (the palette with roles, the line at both weights, the cel shadow, one mouth row, one eye row, one brow row) or mouths (every family's chart and the fallback chains a two-shape and a one-shape puppet walk), through the same headless Chromium preview_html uses, and returns the PICTURE plus the envelope (findings, assets_refused, the page it drew)
- puppet_convert: IMPORT A HAND-WRITTEN RIG AS A PUPPET, the one-time converter. Takes an existing puppet-<name>.js apart into puppet.json + parts/<view>/<part>.svg + face/…, writes the sheet harness beside it, vendors the ENGINE, and saves it all as ONE kit in collection (created with kind puppets when new; refused when it exists with another kind). THE ENGINE IS BUILT IN AND THERE IS NO GSAP: the three files are gs-tween.js, gs-morph.js and gs-puppet.js, the owned puppet engine kit
- puppet_doctor: CHECK A PUPPET AGAINST THE CONTRACT before you put it in a scene, every structural rule, the mouth chart, the line rule and the silhouette rule, instantly, for free. Pure: reads the kit, writes nothing
- puppet_sheet: LOOK AT A PUPPET. Renders one of its named sheets, turnaround (the six views in a row), expressions (twelve emotes as busts), mouths (the viseme chart as ONE row, so the drawings are judged as drawings), hands (every hand chart state per authored view, one row each), chart:<joint> (any other joint chart) or a costume (costume="flannel"), and returns the PICTURE
- puppet_build: REBUILD THE CHARACTER FILE from the puppet: writes puppet-<id>.js into the kit's folder, one GS.registerPuppet in exactly the shape the hand-written rigs use, with the drawings inlined per view, joints and pivots, slots, the mouth/eye/brow sets (own or the kit's) and the default costume, plus puppet-<id>.<costume>.js for every other costume. THIS IS THE CHARACTER, NOT THE ENGINE, and the rig stays in the kit store
- migrate_project_rigs: MOVE a project's vendored rigs and engines into the kit store and repoint its pages, the remedy a project_text_budget or belongs_in_kit_store refusal names. dry_run is the default and writes nothing, returning the ledger a real run does
- lipsync: MOUTH-SHAPE KEYFRAMES for 2D lip-sync from a spoken line (mp3/wav/m4a), computed entirely on your Mac: what Rhubarb Lip Sync does, from tools the server already has
- capture_page: SCREENSHOT a web page, rendered by WebKit on your Mac (features/browser-capture)
- confirm_capture_plan: RECORD THE PROPORTIONS the user chose for capturing a site, after you have asked them. Call it with no proportions to READ the menu and the site's most recent capture, the preview to put in front of them, then again with the id they picked to record the answer
- record_page: RECORD a web page to an mp4, rendered by WebKit on your Mac (features/browser-capture)
- open_browser_window: OPEN A VISIBLE WINDOW on your Mac so the USER can act on a page
- list_browser_windows: LIST the browser windows open on your Mac, and whether each is still alive
- close_browser_window: CLOSE a window you opened with open_browser_window
- create_avatar: Create an AVATAR, a reusable identity kit. Attach its reference media afterwards with set_avatar_media (one call per role)
- delete_avatar: ARCHIVE an AVATAR, it leaves the list and the pickers, but the kit is not destroyed: it is the input to every generation made with it, and those receipts must keep resolving
- get_avatar: ONE avatar's FULL KIT, everything needed to generate on-model in a single call
- list_avatars: List every AVATAR, a reusable identity kit for a real person or a fictional character (reference views, voice, and the facts needed to generate on-model)
- link_avatar_person: Link a REAL person's AVATAR to their People-catalog identity (or unlink=true to drop it)
- set_avatar_info: Patch an AVATAR's attributes. Keys you omit are untouched; a key present with an empty value CLEARS that field (so "drop the consent note" is expressible)
- set_avatar_media: Fill one of an AVATAR's reference-media slots from a LIBRARY CLIP, an avatar REFERENCES library media, it never holds a second copy of it
- set_avatar_provider: Attach the PROVIDER IDENTITY an AVATAR performs as, the HeyGen avatar id you own, a D-ID presenter, a Synthesia avatar (features/avatars A10)
- set_avatar_tag: Add (or remove) ONE tag on an avatar. Tags are how a kit is found in the grid
- tag_avatar: Tag an AVATAR as being IN a library clip, the way tag_person tags a person, or remove=true to take the tag back off. NOT set_avatar_tag, which puts a keyword ON an avatar, and not a generation credit
- set_avatar_trait: Set (or remove) ONE trait on an avatar, the open key/value facts an AI reads back when it builds a shot ("species": "anthropomorphic lobster", "silhouette": "round, stocky")
- set_avatar_voice: Attach a PROVIDER VOICE to an AVATAR, the voice id you own at ElevenLabs (or any other provider), so anything spoken as this character uses the same voice every time
- set_avatar_puppet: Give an AVATAR its BODY: point it at a puppet kit (a name or kit_ id from puppet_convert / list_kits). The avatar stores the REFERENCE, kit id and collection id, never the drawings, exactly as its media slots store clip ids
- clear_avatar_puppet: Drop an AVATAR's puppet reference. The kit stays in its collection; only the link goes. Idempotent: clearing an avatar that has none answers cleared: false
- add_avatar_extra: Add ONE MORE reference to an AVATAR beyond its five core slots, another angle, a wardrobe variant, a second sample video, an alternate read of the voice
- remove_avatar_extra: Drop one of an AVATAR's extra references, by its extra_id (from get_avatar) or by the clip it points at
- add_avatar_note: Add a NOTE to an avatar. Same shape as a project / person / event note: title optional, body is the text, and it carries your name as the author
- amend_generation: Amend a generated clip's provenance (features/ai-media): append lineage entries, merge params, set provider_job_id, re-target project_id, or correct avatar_ids
- ingest_generation: Ingest an AI-GENERATED media file (features/ai-media), the file you (the agent) created through a provider (fal.ai, ElevenLabs, …) and downloaded to your Mac, landed in the library as a first-class searchable clip with its provenance stored durably
- reject_generation: REJECT a generated take (features/ai-media): the media file is removed to reclaim space (keep_file=true benches it instead), but the clip keeps its poster, its provenance record, and a receipt, who rejected it, when, and reason (say why: "off-brief lighting")
- set_show: Create a SHOW, or change one. The one writer for everything about a show except its cast. Blank show_id CREATES and needs name; on a patch a blank field means "leave it", so clear is the way OUT of a scalar
- get_show: ONE show and its BIBLE, or every show. READ THE BIBLE BEFORE YOU WRITE FOR A SHOW: it is the show's law, and an episode written without it drifts
- cast_show: Cast an AVATAR or a real PERSON in a show, or take them off it. ADD OR REMOVE ONE, never a replacement. An entry's subject is its id, or its case-folded name when it has none, so a show can cast a character with no avatar
- delete_show: ARCHIVE a show. Nothing is destroyed: the record is stamped, the folder moves aside with its bible, and the show's EPISODES, CAST and KITS are untouched
- compile_scene: ONE SCENE SPEC to a rendered scene folder. Resolves the cast's puppets, speaks every line in each avatar's own voice, lipsyncs it through that puppet's mouth chart, writes a seek-pure page and renders it through the episode manifest
- compile_episode: A SCRIPT to AN ANIMATIC, in one call. compile_scene for every scene in order, then a segments cut over the renders with each line's take on the voice track at its own moment, cut_doctor, render_cut, and request_review so the human watches it rather than reads about it

##### People and relationships

URL: https://coey.com/resources/groundslate/capabilities/people-and-relationships
Markdown: https://coey.com/resources/groundslate/capabilities/people-and-relationships.md
Summary: The face catalog, the names attached to it, and the relationships that make a family or a cast legible to an agent.

- detect_people: Detect distinct PEOPLE in a video and reconcile them against a persistent, app-wide face catalog
- recognize_media: Run facial recognition on a clip you DOWNLOADED with fetch_asset (features/web-media), which lands web media with recognition OFF until you turn it on
- enroll_face: Add another reference face (different angle/lighting) to an EXISTING catalog person to make recognition more robust
- name_person: Give a catalog person a name (or correct one)
- rename_person: Correct a person's name and retroactively fix every existing mention of them, shot descriptions, the Summary tab, and search results all update to the new name instantly, with no re-analysis (identity is stored as a rename-proof reference and resolved on the fly)
- add_person: Add a NAMED person to the catalog (enroll)
- get_person: One PERSON's full record by id (p394): name, title, note, sex, the distinct-video + total-appearance counts, and the per-video appearance list, under a person key
- list_people: The whole face catalog: every known person, their name (or null if unidentified), how many times and in which videos/tasks they appear
- person_candidates: The ranked NAMED people a person could ACTUALLY be, the "this is someone else -> who?" picker
- person_faces: SEE a person's faces as CROPS, pictures, not coordinates. For WHERE a face sits in the frame (normalized bbox), call people_sheet; this tool has no geometry
- person_locations: SEE where a person's footage was shot, GEOGRAPHY (GPS), not position in the frame
- person_members: SEE which face-sources were folded into a catalog person, the "Faces in this record" view
- confirm_people: CONFIRM a video's people review, the stamp index_video's gate requires
- confirmation_queue: Review the face CONFIRMATION QUEUE, the catalog people recognition left provisional because it could not confidently place them, strongest suggestion first
- merge_people: Merge two catalog entries that are actually the same person (clustering occasionally splits someone into two ids)
- merge_people_bulk: Fold MANY catalog entries into one person in a single call, use this instead of looping merge_people when a person has fragmented into several ids (a common shape after indexing: one real person spread across a dozen Unknowns)
- consolidate_faces: Catalog-wide face dedup: for each NAMED person, sweep up the leftover unnamed 'Unknown' cards that are actually them
- recluster_identities: Clean RESET & RE-CLUSTER of the identity catalog, dissolve an over-merged blob back into real per-person clusters
- recluster_residue: Find clips whose SHOT ATTRIBUTIONS still name someone the identity catalog says is not in them, the residue a recluster_identities(apply=True) leaves behind
- rebuild_exemplars: Bring already-known people onto the new recognition model without re-indexing anything
- rebuild_face: REGENERATE a person's MISSING face crop(s) WITHOUT re-detecting the clip, fixes an identity that shows the blank silhouette because its crop was orphaned (a reclustered/split id whose crop stayed filed under the id it split out of)
- claim_clip_face: Fold a clip-local faces.json Unknown into a known catalog person on THIS clip
- ghost_clip_face: Hide an Unknown on THIS clip (Review faces Ghost)
- list_ghosts: People who were ghosted/forgotten WITH a restorable record, the People page's Ghosts tab
- not_a_face: Mark a face record as NOT A FACE, a junk detection (jeans, food, a blur), DISTINCT from Ghost (Ghost hides a REAL person; this says the detection was never a person)
- keep_apart: Record that two catalog people are NOT the same person, the durable "Not same" rejection
- forget_person: Delete a person from the catalog
- quarantine_person: Mark one catalog person as NOT A PERSON, move them into the recoverable Quarantine bucket (full record retained)
- restore_person: Undo a forget_person (or the app's ghost button): move the banked FULL person record back into the People catalog
- restore_quarantined: Recover a quarantined detection back into the people catalog, the safety net when the validity gate wrongly rejected a real face
- list_quarantine: The recoverable face QUARANTINE: detections the validity gate judged "not a person" (animals, statues, masks, junk crops)
- remove_appearance: Remove ONE wrong APPEARANCE (a whole clip's sightings) from a catalog person, addressed by the clip's video (source path) instead of a member id
- remove_person_tag: The INVERSE of tag_person: remove a MANUAL person tag from a clip
- tag_person: Tag a person as PRESENT in a video. person is a catalog id (p3) or a name; an unknown name creates a name-only catalog person
- set_person_info: Attach a title/role, freeform context, and/or sex to a catalog person, surfaced in list_people and summaries so it can drive edits, lower-thirds, and graphics
- set_person_thumb: Set a person's catalog avatar from a local image path and PIN it so indexing / face heal cannot overwrite it
- link_person_id: Link a GroundSlate person to an external account so an MCP can join the two
- unlink_person_id: Remove one external-id link from a person, named either by its provider (one link per provider) or by its link_id
- audit_people: Report which indexed clips carry UNHEALTHY face/analysis data, read-only by default
- people_sheet: WHO is in this video, WHEN, and WHERE IN THE FRAME, every face's normalized bbox [x0,y0,x1,y1] (0..1) comes back in frames[].boxes[]
- faces_status: Whether the face-detection engine (YuNet + SFace) is installed, plus setup instructions and how many people are in the catalog
- set_face_min_score: Set the persistent YuNet face-detection confidence floor (0.1-0.99)
- review_face_validity: Re-run the shared "is this a real human face?" predicate over the ALREADY-enrolled catalog to catch false detections (animals, carvings/statues, masks) that were enrolled before the gate existed, the cleanup for existing junk "people"
- unknown_review_queue: Review UNNAMED faces, the streamlined unknown-face modal queue
- compare_detectors: Measure YuNet against Apple Vision on the SAME frames of the user's own clips
- set_apple_vision_detector: Turn the Apple Vision face DETECTOR on or off (default off)
- vision_detector_status: Is Apple Vision available as the face DETECTOR on your Mac, and is it switched on?
- reconcile_image_people: Reconcile the faces in ONE already-indexed STILL image into the people catalog, the identity step for photos (the still analogue of detect_people for video)
- reconcile_images_sweep: RUN a throttled STILL-FACE reconcile sweep, enrol the faces of many un-reconciled photos into the people catalog, a CAPPED batch at a time (the bulk analogue of reconcile_image_people)
- image_enrichment_audit: Report which INDEXED IMAGES have not yet had a vision pass, READ-ONLY (no model, no sweep)
- plan_image_enrichment: DRY-RUN a throttled image-enrichment sweep, READ-ONLY (no model, no queue, no writes)
- execute_image_enrichment: RUN a throttled image-enrichment sweep, submit ONE vision pass per model-free still, a CAPPED batch at a time
- add_relationship: Record that two people are related, a typed link between two catalog person ids (pN from list_people), so you can later ask "who are my clients / X's coworkers / who's in Zane's family"
- remove_relationship: Delete the relationship(s) between two people, ALL types by default, or just the one named by kind (a type label)
- list_relationships: Relationships for one person (pass their pN id) or the WHOLE graph (omit it)
- list_relationship_types: The managed relationship-type vocabulary, every type's id, label, and how many relationships use it (sorted by label)
- rename_relationship_type: Rename a relationship type's label (fix a typo / reword)
- merge_relationship_types: Fold one relationship type into another, for two near-duplicates like "client" and "My clients": every relationship of from_type_id re-points to into_type_id, pairs that would now be related twice the same way collapse to one, and from_type_id is removed from the vocabulary
- remove_relationship_type: Delete a relationship type from the vocabulary
- family_of: The full DERIVED family of a person (pN), parents, children, siblings, grandparents / grandchildren, aunts / uncles, nieces / nephews, and cousins, INFERRED from the recorded parent/child + sibling edges
- relationship_digest: The whole people graph as ready-to-read prose, grouped by person, with names resolved from the face catalog and falling back to the bare pN id where a person has no name yet
- suggest_connections: SMART "Possible Connections" for one person (pN): people with NO stored or derived link who are PROBABLY related, ranked by graph structure and shared last names, a parent's spouse ("maybe mother"), a sibling's other parent, a spouse's child, a child's other parent, a sibling's sibling, then surname matches
- suggest_reciprocal: Given "person_a is person_b's <kind>", return the suggested RECIPROCAL relationship for the OTHER person, "person_b is person_a's <inverse>", gendered from the catalog (uncle to nephew vs niece; son to father vs mother), or null when none is warranted (a symmetric custom or cousin type)
- suggest_entities: SMART SEARCH suggestions for a query prefix, the entities a person would search a media library by: matching PEOPLE, PLACES ("City, Country"), CAMERAS (device), EVENTS, PROJECTS, and a TEXT catch-all, each with the count of clips it covers, ordered most-specific-first
- get_context: WHERE AM I AND WHAT IS THE MODEL BEING TOLD. The cheapest orienting call on the surface and a good first call in any session
- set_vision_context: Set free-form context that is prepended to EVERY vision-model prompt (index_video, analyze_style, track_subject)
- set_reasoning_context: Set free-form context that is prepended to EVERY reasoning-model prompt (summaries/insights)

##### Organise and index

URL: https://coey.com/resources/groundslate/capabilities/organise-and-index
Markdown: https://coey.com/resources/groundslate/capabilities/organise-and-index.md
Summary: Get footage in, keep it findable when files move or drives go offline, and bind it to the event or the project it belongs to.

- index_folder: Index EVERY unindexed MEDIA file in a folder with ONE call, the batch front-end to the same line index_video uses
- index_video: Index a video via Gemma VIDEO-CHUNK analysis
- index_image: Index ONE still IMAGE into the Library (library-multitype)
- index_audio: Index ONE AUDIO file into the Library (library-multitype)
- process_video: One-shot: FACES FIRST (person recognition + review gate) then index (Gemma video chunks) then style then summary, written to Processed/<video>/
- probe: ffprobe metadata (format + streams). path may also be a clip id / filename / stem, see extract_clip on why a path you read out of another result may not survive being retyped
- scene_detect: Detect shot boundaries (cut timestamps). path may also be a clip id / filename / stem, see extract_clip
- reindex_clips: Re-analyze clips with a chosen vision model, and detect analyses gone STALE after a model change
- rebuild_catalog: Re-ingest EVERY per-clip record on disk back into the searchable catalog: it walks the profile's data home and every allowlisted folder's legacy Processed/ dirs, reads each clip's shotlog.json and upserts them all
- catalog_stats: Library-wide catalog stats: clips indexed, total footage seconds, people/GPS coverage
- list_media: List video/audio files under an allowed folder, newest-path-sorted, at most limit of them
- list_volumes: The DRIVES the library's footage lives on and which are ONLINE right now, so you can plan around media that isn't reachable (external hard drives that are currently unplugged, e.g. while demoing on the road with only a laptop)
- list_folders: List folders this server may read/write (user-granted paths plus every profile folder)
- add_watch_folder: Watch folders (24/7 auto-indexing) are a USER-only setting configured in the app's Watch page, an agent must not silently enroll a folder for continuous indexing (user only, in the app)
- list_watch_folders: What the profile is auto-ingesting: every watch folder with its total / processed / pending counts and its faces setting, plus the data home location
- pause_watching: Pause (or resume) the auto-ingest WATCHER, the master switch above all watch folders
- remove_watch_folder: Watch folders are a USER-only setting on the app's Watch page, an agent must not silently unenroll a folder the user configured for continuous indexing (user only, in the app)
- scan_and_relocate: Find indexed clips whose source file MOVED, and repoint the library at its new location
- import_asset: Store a media file (video/image/logo/audio) in THIS profile's reusable Asset store so a later render can reference it by name instead of re-locating the source
- fetch_media: FETCH an AI-generated asset from its provider URL into the library (features/ai-media, the PRIMARY generated-media interface). Not for a file you found on the web: that is fetch_asset
- fetch_asset: DOWNLOAD a file that already exists on the web into the library (features/web-media), a photo, logo, press image, illustration, video or audio file you FOUND rather than generated
- delete_asset: Delete a stored Asset from this profile by name (removes the file too)
- get_asset: Resolve a stored Asset by name to its on-disk PATH so a render/compose tool can consume it, for example a logo overlay or an audio stinger
- list_assets: This profile's reusable ASSETS: media kept to reference again across renders (logos, watermarks, b-roll, photos, audio stingers), each with its kind, size and on-disk path
- media_metadata: Human-useful metadata pulled straight from the file: size, duration, dimensions, fps, codec, capture device, shot date, and GPS location (parsed from QuickTime tags when present)
- migrate_layout: Reorganize the library metadata from the old FLAT layout (one <clip_id>/ folder per clip, all dumped in the Library root, which degrades Finder/backups once there are thousands) into browsable INDEXED-DATE shards YYYY/MM/DD/<clip_id>/
- heal_still_records: Repair Library rows for PHOTOS that were written by the video pipeline
- stamp_content_ids: Backfill the CONTENT fingerprint on indexed clips that do not have one yet
- retokenize_library: One-time upgrade sweep: make OLDER clips rename-proof
- volatile_source_audit: Which indexed clips depend on a folder that gets emptied, READ-ONLY (nothing is copied)
- backfill_audio_peaks: Precompute each VIDEO's loudest moments so a Quick Cut stops decoding them live
- commit_to_library: MOVE a finished output file out of Scratch Outputs into Library Renders: the file is RELOCATED, not copied, so the path you pass stops existing and every later call must use the path this returns
- soft_delete_media: SOFT-DELETE library media, move clips to Deleted Media. NEVER a permanent delete, and the only deletion of library media on the MCP surface
- restore_media: RESTORE soft-deleted media from Deleted Media back into the Library, the undo for soft_delete_media
- create_collection: Create a Library or People COLLECTION (a cheap ordered pile, not a Project, not a collection of kits). kind is "media" (clips, the default) or "people", and is immutable after create
- list_collections: List Library and People COLLECTIONS, user-made ordered piles of clips or of people
- get_collection: One Library or People COLLECTION by id, the full ordered members array (live + unavailable), cover, counts, timestamps
- add_to_collection: Append clips or people to a COLLECTION, in the order given. Never sorts. A member already present keeps its existing position, a duplicate add neither duplicates nor reorders
- remove_from_collection: Remove clips or people from a COLLECTION. Does not delete the clip or the person
- reorder_collection: Replace a COLLECTION's member order. The array you pass becomes the display order
- rename_collection: Rename a Library or People COLLECTION. The id is a birth certificate and does not change
- delete_collection: Delete a Library or People COLLECTION record. Does not delete any clip or person in it, a collection does not own its members
- cluster_events: Auto-cluster indexed media into Events by capture-date + location proximity, then AI-name and AI-summarize the events it just created
- create_event: Create a user Event from an optional list of clip sources (provenance=user)
- delete_event: Delete an Event. The GROUPING goes; the clips do not. Every member stays in the catalog, on disk and in every other event, project and collection it belongs to
- get_event: Read ONE Event in full: the stored row plus everything derived from its members. The detail read; list_events and search_events are the list reads and carry no member_detail
- list_events: List Events with derived date range, locations, cover, and member count (newest first), a windowed overview, not the whole library at once
- name_event: AI-name one Event: the reasoning model turns its date span, the people who appear, and a digest of clip summaries into a short natural title, stored as ai_name (your own renamed name is left untouched)
- name_events: AI-name every Event with no ai_name yet, one local reasoning-model call per event, IN A ROW
- rename_event: Set the USER title on an Event. This writes the name field, which outranks ai_name everywhere display_name is resolved; the AI's title is kept underneath as a suggestion and is never overwritten
- summarize_event: Generate + store a 1-2 sentence AI summary of what an Event WAS (ai_summary), from its clip data
- summarize_events: AI-summarize every Event with no ai_summary yet, one local reasoning-model call per event, IN A ROW
- event_digest: Copy-for-AI: a deterministic text digest of the whole Event (name, dates, places, and a resolvable [source] line per clip with people + summary) to paste into an AI assistant
- event_suggestions: Possible matches for an Event (like face suggestions): catalog clips not yet members that fall INSIDE or on the EDGES of the event's time+place envelope, ranked, for the user to confirm (never auto-added)
- list_event_skipped: The clips the user skipped as suggestions for this Event, so they can be brought back
- unskip_event_media: Bring skipped clips back as suggestions for this Event. Branch on removed, not on skipped_count
- audit_event_names: Find Event titles/summaries that name a person who exists NOWHERE in the people catalog, a name the local vision/reasoning model INVENTED (Ted 7/29: "Liam and Artémi's Sunset Performance" on an event with zero recognized people)
- set_event_cover: Set an Event's cover to one of its member clips
- add_media_to_event: Add clip sources to an Event (marked provenance=user so re-cluster won't clobber them)
- remove_media_from_event: Remove clip sources from an Event; removing the last member deletes the Event
- add_event_note: Add a NOTE to an event. Events used to hold ONE freeform string; they now carry the same managed note list as projects, people and avatars, so a second note is possible and every note has an author
- add_moment: Mark a FAVORITE MOMENT at time t (seconds) in a clip, a human "this bit is great" marker on the timeline (distinct from the whole-clip favorite heart)
- remove_moment: Remove the favorite moment nearest time t (seconds) from a clip
- create_project: Create a PROJECT (a body of work binding people, events and clips across time and places)
- duplicate_project: Duplicate a PROJECT binder, same people/events/clips membership, kind, summaries, tags, cover, and deep-copied notes under a new id named '<name> copy'
- get_project: One PROJECT's full derived view by id, members (people/events/clips), regions, AI name/summary, stats, and its NOTES (each with id, title, body, pinned, optional member target, timestamps), under a project key with a flat id mirroring project.id
- list_projects: Every PROJECT in this profile, each as a derived overview: id, display name, kind (personal/business), stats (clips, people, events, regions, notes) and its notes
- add_media_to_project: Bind CLIPS (and optionally people/events/avatars) into a PROJECT, the membership change that makes a clip actually belong to the binder, not just be mentioned in a note
- remove_media_from_project: Unbind clips / people / events / avatars from a PROJECT
- project_suggestions: Edge PEOPLE, EVENTS and CLIPS that probably belong to a PROJECT but are not members yet, ranked, each carrying the reason it was proposed, for you to confirm
- dismiss_project_suggestion: Stop project_suggestions from proposing things: the reject half of the confirm loop
- list_project_outputs: Files CREATED for a project, the durable Outputs tab list, newest first
- remove_recent_output: Drop a file from the Dashboard's Recent outputs list (the rolling 40-row outputs.jsonl window). The FILE IS NOT DELETED, a missing (broken) path still drops the card
- project_manifest: WHAT IS THIS PROJECT MADE OF, how big is it, and is anything OFFLINE
- write_project_file: KEEP working material for a project: write TEXT into its working folder on disk
- read_project_file: Read a text file back out of a project's working folder, how a FRESH session picks up where the last one stopped
- list_project_files: Everything in a project's working folder, newest first, {root, areas, files, count}, each file with its relpath, area, size and whether it is text
- export_project: Collecting a project into an export bundle is a USER action, done in GroundSlate on the project's detail screen (**Collect and Export**) (user only, in the app)
- link_project_pm: Link a GroundSlate project to an external project-management tool so an MCP can join the two
- unlink_project_pm: Remove one PM-tool link from a project, named either by its provider (one link per provider, so the provider is enough) or by its link_id
- member_project_notes: Every project NOTE attached to ONE member (kind "person"/"event"/"clip" plus its id), gathered ACROSS every project in the profile: what has anyone written about person p3 anywhere
- remove_member: UNDO a wrong auto-merge: pull one folded-in face-source (a member_id from person_members) back out of a catalog person and rebuild recognition EXACTLY from what remains, the safety valve for the aggressive auto-absorb cascade
- add_project_note: Add a NOTE to a project. title is optional; body is the note text
- edit_project_note: Edit a project NOTE in place. Any argument you do not pass is UNCHANGED: a patch, never a replace
- delete_project_note: Delete ONE note from a project by its note_id. Permanent, with no undo. It removes a note, never the project and never a member
- pin_project_note: Pin a project NOTE (or unpin with pinned=False) so it sorts above the unpinned ones
- add_person_note: Add a NOTE directly on a person, stored on the person and shown on their profile Notes tab. No project required
- edit_person_note: Edit a person NOTE in place, by the note_id add_person_note / list_person_notes returned. An argument you do not pass is left UNCHANGED: a patch, never a replace
- delete_person_note: Delete ONE note from a person by its note_id. Permanent: no undo, and no soft-delete for notes unlike library media
- list_person_notes: Every NOTE attached directly to a person (the profile Notes tab), no project required
- pin_person_note: Pin a person NOTE (or unpin with pinned=False) so it sorts above the unpinned ones on their Notes tab
- append_video_note: APPEND a timestamped production note to a clip's footage notes (never overwrites earlier notes)

##### Operate and scope

URL: https://coey.com/resources/groundslate/capabilities/operate-and-scope
Markdown: https://coey.com/resources/groundslate/capabilities/operate-and-scope.md
Summary: What runs, on which machine, over which folders, for whom: the queue, the profiles, the models and the access surface.

- job_status: Poll ONE background job by the job_id a render/index/analyze tool handed back, returning at once with whatever it is doing
- job_wait: Block until a background job reaches a terminal state, or until timeout seconds, whichever comes first
- job_events: Your ping feed from the queue: lifecycle events (queued, started, 25/50/75% progress, done, error, cancelled) newer than after, including OTHER agents' jobs, so you can see why yours is waiting
- list_jobs: The processing line across all AI clients: what's running now, what's queued (in order, with positions), and recent finishes
- schedule_job: Put a long job on the queue LATER (tonight, in eight hours, at 2am) instead of now
- list_scheduled_jobs: Everything waiting to JOIN the job queue later, machine-wide, soonest first, plus what recently did
- cancel_scheduled_job: Call off something scheduled, before it ever reaches the queue
- cancel_job: Stop a background job. Pass a job_id to cancel just that one, that works for ANY job on the machine, running or queued, whichever AI app submitted it
- stop_all_jobs: STOP EVERYTHING on the machine, every running AND queued job, across every connected AI app
- set_max_concurrent: Set how many jobs run at once (queue width, 1-3). Values above 3 are clamped to 3
- list_scratch: Name the files sitting in Scratch Outputs, newest first. This is where your own renders went if you did not pass an out_path in a granted folder
- scratch_stats: How big Scratch Outputs is right now: {path, bytes, human, files}
- empty_scratch: Delete temporary media from Scratch Outputs. Only touches the scratch folder, Data, Library Renders and Downloaded Media are never affected
- set_scratch_expiry: Set a STANDING expiry for Scratch Outputs, in days
- suggest_keeps: ASK THE USER WHAT TO KEEP. Reads a project's working folder and proposes, per file, whether it is worth keeping for reuse, keeping with this project, or throwing away
- record_keep: Record the user's answer from suggest_keeps AND carry it out
- storage_summary: What is on this disk, broken down by what it IS: source media, derived metadata, downloads, renders, scratch, design library, projects, catalog, and deleted-but-not-yet-reclaimed
- storage_largest: The biggest files, largest first, optionally within one category or media type
- storage_volumes: Every volume this library touches: total, free, and how much of it is ours
- storage_reclaim: Where space could safely be recovered, each finding ranked by CONFIDENCE first and size second, a certain 30 GB outranks a speculative 400 GB, because a cleanup list sorted by size alone reads as reckless
- hello: Say hello to GroundSlate! Call this when the user says "tell GroundSlate MCP hello" (the exact phrase the app's setup screen gives them to paste, it names the MCP so an assistant with several servers connected knows which one is being greeted), or says "tell GroundSlate hello"
- first_video: Their first video, from one sentence and no footage. Call this when hello returns a first_video block, or whenever somebody wants to see the app make something before anything is indexed: it renders a short film on their Mac with the HTML engine and opens it for their approval
- access_status: Read-only snapshot for the Access/Server view: bind config + default limits, every token (usage, limits, live sessions), the live client sessions, and rollup totals
- system_requirements: What your Mac has and is MISSING for full functionality: ffmpeg, Ollama + the configured models, Playwright + Chromium (HTML engine), the face engine
- memory_status: Your Mac's RAM right now: {total_gb, available_gb, used_pct}. Machine-wide
- token_usage: How many tokens the local vision and reasoning models have used on this profile
- provision_status: Report whether this GroundSlate install is HEALTHY, in ONE read-only call, the same aggregate the first-run onboarding renders, exposed so an already-connected agent (or the app) can self-diagnose "is my GroundSlate ready?" without a terminal
- list_models: List the locally available models on the configured engine (MLX by default, Ollama when selected) + the current selection
- set_vision_model: Set the model used for indexing/analysis. Two name forms: an HF repo id from the curated list (for example mlx-community/gemma-4-12B-it-4bit) switches the MLX engine, an Ollama tag sets the Ollama vision model
- set_reasoning_model: Set the reasoning/text model used for summaries
- set_vision_tuning: Tune the local vision engine to THIS machine's speed, the fix when the log shows 'fallback'
- add_allowed_folder: Allowed Folders are a USER-only setting configured in the app's Data then Allowed Folders page, they exist so the user can SCOPE where agents may operate (user only, in the app)
- folder_settings: Where GroundSlate reads/writes the assets it creates
- create_token: Access tokens are a USER-only Access/Server setting in the app (user only, in the app)
- list_tokens: Read-only: all access tokens with per-token usage (calls, minutes, last-seen), effective fair-use limits, and live-session counts
- revoke_token: Revoking access tokens is a USER-only Access/Server setting (user only, in the app)
- set_token_limits: Fair-use token limits are a USER-only Access/Server setting (user only, in the app)
- set_server_bind: Bind address (loopback vs LAN 0.0.0.0) is a USER-only Access/Server setting, opening the LAN surface must be an explicit user choice in the app (user only, in the app)
- set_media_policy: Set the MEDIA-AVAILABILITY policy (features/media-availability)
- set_activity_expiry: The retention on the ACTIVITY LOG is a USER-only setting in the app (Config then Data then Activity expiry) (user only, in the app)
- set_data_dir: Moving the GroundSlate LIBRARY ROOT is a USER-only setting in the app (Data Home / Settings) (user only, in the app)
- set_downloads_dir: Relocating Downloaded Media is a USER-only setting in the app (user only, in the app)
- set_renders_dir: Relocating Library Renders is a USER-only setting in the app (user only, in the app)
- set_scratch_dir: Relocating Scratch Outputs is a USER-only setting in the app, an agent must not create or point writes at an arbitrary folder (user only, in the app)
- list_profiles: PROFILES are fully self-contained, portable datasets (Library, People, Relationships, Events, Projects, Watch Folders), one folder each under the Library root
- create_profile: Create a NEW empty profile (a power-user feature, for example keep Family fully separate from a YouTube channel's dataset). Does not switch to it
- switch_profile: Make a profile ACTIVE (by id prof_… or exact name), it becomes the default dataset for every tool, AND THE USER'S APP FOLLOWS IT, so this changes what a person sitting at the machine is looking at
- rename_profile: Change a profile's DISPLAY NAME. Its prof_... id and its folder on disk never move, so nothing that references the profile by id breaks and no data is touched
- delete_profile: ARCHIVE a profile, by id or exact name. Despite the name it DELETES NOTHING: the folder MOVES into <library>/.archived-profiles/, a dot directory the app's scan never looks in, so the profile leaves the switcher and stays recoverable by moving it back
- set_profile_image: Set, replace or CLEAR the picture shown beside a profile in the app's profile switcher
- list_blocked: Faces that detection is SKIPPING because someone blocked them, the People page's "Blocked faces"
- unblock: Lift ONE blocked look by its bid, so faces resembling it are recognized again
- clear_blocked: Un-block faces in bulk. With no source, clears every block EXCEPT restorable ghosts (use restore_person for those)
- acknowledge_blocked: Acknowledge ONE at-risk blocked face by bid, "keep the block, stop flagging it." The entry keeps blocking and keeps at_risk in list_blocked; only at_risk_count (and the app's banner) stops counting it
- reverse_geocode: Turn a clip's GPS coordinate into a human place name, fully OFFLINE (a bundled GeoNames cities dataset, no network, private)
- heal_place_labels: Fix catalogued place labels that name a city the footage is NOT at, without a re-index
- browser_policy: READ the user's web-capture policy: whether it is on, the site mode, and the lists
- request_browser_site: ASK the user to allow web capture of a host. This does NOT grant anything
- approve_browser_request: Approving a site request is the box only the user can tick (user only, in the app)
- allow_browser_site: Only the user can allow a site, in the app (user only, in the app)
- block_browser_site: Only the user can block a site, in the app (user only, in the app)
- set_browser_enabled: Switching web capture on or off is a USER-only setting (user only, in the app)
- set_browser_sites_mode: The site policy (block all / allow all / list) is USER-only (user only, in the app)

#### Benchmarks

Wall-clock timings for the models GroundSlate runs on the user's own Mac, through the tools an agent calls. Index: https://coey.com/resources/groundslate/benchmarks

##### Vision ingest on a Mac

URL: https://coey.com/resources/groundslate/benchmarks/vision
Markdown: https://coey.com/resources/groundslate/benchmarks/vision.md
Summary: How long GroundSlate's vision models take to describe a still and a six-frame video chunk on Apple Silicon, using the prompts the app actually sends.
Shapes timed:
- Still: One photograph, resized to 768 px on the long edge, sent with the production still prompt.
- Video chunk: Six frames at 768 px in chronological order, asking for the production JSON schema. Smaller than a production chunk, which sends up to 14 frames sampled at 1568 px.
Machines:
- macbook-pro-m3-max-64: MacBook Pro, Apple M3 Max, 64 GB unified memory (Reference Mac)
  Page: https://coey.com/resources/groundslate/benchmarks/machines/macbook-pro-m3-max-64
  Markdown: https://coey.com/resources/groundslate/benchmarks/machines/macbook-pro-m3-max-64.md
  Computer: https://coey.com/resources/groundslate/benchmarks/products/macbook-pro
  Chip: https://coey.com/resources/groundslate/benchmarks/chips/m3-max
Computers:
- MacBook Pro: https://coey.com/resources/groundslate/benchmarks/products/macbook-pro
  Markdown: https://coey.com/resources/groundslate/benchmarks/products/macbook-pro.md
Chips:
- M3 Max: https://coey.com/resources/groundslate/benchmarks/chips/m3-max
  Markdown: https://coey.com/resources/groundslate/benchmarks/chips/m3-max.md
This page: MacBook Pro, Apple M3 Max, 64 GB unified memory
Methodology: mlx-vlm 0.6.10 sidecar, json_object, 4000 max tokens, still, video chunk, on a MacBook Pro, Apple M3 Max, 64 GB unified memory

| Model | Repo | Size | Still | Still prefill | Still decode tok/s | Still tok | Still vs default | Video chunk | Video chunk tok | Video chunk vs default |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Gemma 4 E4B | mlx-community/gemma-4-e4b-it-4bit | 5.2 GB | 3.49s | 0.87s | 52 | 136 | 1.00× | 7.86s | 323 | 1.00× |
| Gemma 4 E2B | mlx-community/gemma-4-e2b-it-4bit | 3.0 GB | 2.88s | 1.20s | 79 | 132 | 0.83× | 10.97s | 578 | 1.40× |
| Qwen3-VL 4B | mlx-community/Qwen3-VL-4B-Instruct-4bit | 3.1 GB | 3.12s | 1.05s | 77 | 159 | 0.89× | 14.14s | 665 | 1.80× |
| Gemma 4 26B-A4B | mlx-community/gemma-4-26b-a4b-it-4bit | 15.5 GB | 3.13s | 0.97s | 71 | 153 | 0.90× | 11.83s | 635 | 1.51× |
| Qwen3-VL 8B | mlx-community/Qwen3-VL-8B-Instruct-4bit | 5.8 GB | 5.89s | 2.02s | 46 | 179 | 1.69× | 24.72s | 737 | 3.15× |
| Gemma 4 12B | mlx-community/gemma-4-12B-it-4bit | 8.1 GB | 6.45s | 1.96s | 34 | 154 | 1.85× | 27.49s | 627 | 3.50× |

Qwen 4B decode rate matches E4B on chunks, about 60 tokens per second, but writes about twice the tokens, so wall clock is 1.8 times slower. MTP and speculative decoding do not run with json_object. The path is decode-bound, not load-bound.
Gemma 26B-A4B stills land at 3.13 seconds, a little faster than E4B. The dense 12B is the slow one on the reference machine, 6.45 seconds. Chunks on 26B write about twice the tokens E4B does, so wall clock is slower even though decode is faster.

Makers:
- Google DeepMind: https://coey.com/resources/groundslate/benchmarks/makers/google-deepmind
  Markdown: https://coey.com/resources/groundslate/benchmarks/makers/google-deepmind.md
- Alibaba: https://coey.com/resources/groundslate/benchmarks/makers/alibaba
  Markdown: https://coey.com/resources/groundslate/benchmarks/makers/alibaba.md

Families:
- Gemma 4: https://coey.com/resources/groundslate/benchmarks/makers/google-deepmind/gemma-4
  Markdown: https://coey.com/resources/groundslate/benchmarks/makers/google-deepmind/gemma-4.md
- Qwen3-VL: https://coey.com/resources/groundslate/benchmarks/makers/alibaba/qwen3-vl
  Markdown: https://coey.com/resources/groundslate/benchmarks/makers/alibaba/qwen3-vl.md

- gemma-4-e2b: mlx-community/gemma-4-e2b-it-4bit, 3.0 GB, tools list_models, set_vision_model, index_video, index_image, process_video, reindex_clips, name_video, summarize_video
  Page: https://coey.com/resources/groundslate/benchmarks/vision/gemma-4-e2b
  Markdown: https://coey.com/resources/groundslate/benchmarks/vision/gemma-4-e2b.md
- gemma-4-e4b: mlx-community/gemma-4-e4b-it-4bit, GroundSlate default, 5.2 GB, tools list_models, set_vision_model, index_video, index_image, process_video, reindex_clips, name_video, summarize_video
  Page: https://coey.com/resources/groundslate/benchmarks/vision/gemma-4-e4b
  Markdown: https://coey.com/resources/groundslate/benchmarks/vision/gemma-4-e4b.md
- gemma-4-12b: mlx-community/gemma-4-12B-it-4bit, 8.1 GB, tools list_models, set_vision_model, index_video, index_image, process_video, reindex_clips, name_video, summarize_video
  Page: https://coey.com/resources/groundslate/benchmarks/vision/gemma-4-12b
  Markdown: https://coey.com/resources/groundslate/benchmarks/vision/gemma-4-12b.md
- gemma-4-26b-a4b: mlx-community/gemma-4-26b-a4b-it-4bit, 15.5 GB, tools list_models, set_vision_model, index_video, index_image, process_video, reindex_clips, name_video, summarize_video
  Page: https://coey.com/resources/groundslate/benchmarks/vision/gemma-4-26b-a4b
  Markdown: https://coey.com/resources/groundslate/benchmarks/vision/gemma-4-26b-a4b.md
- qwen3-vl-4b: mlx-community/Qwen3-VL-4B-Instruct-4bit, 3.1 GB, tools list_models, set_vision_model, index_video, index_image, process_video, reindex_clips, name_video, summarize_video
  Page: https://coey.com/resources/groundslate/benchmarks/vision/qwen3-vl-4b
  Markdown: https://coey.com/resources/groundslate/benchmarks/vision/qwen3-vl-4b.md
- qwen3-vl-8b: mlx-community/Qwen3-VL-8B-Instruct-4bit, 5.8 GB, tools list_models, set_vision_model, index_video, index_image, process_video, reindex_clips, name_video, summarize_video
  Page: https://coey.com/resources/groundslate/benchmarks/vision/qwen3-vl-8b
  Markdown: https://coey.com/resources/groundslate/benchmarks/vision/qwen3-vl-8b.md

##### Voice on a Mac

URL: https://coey.com/resources/groundslate/benchmarks/voice
Markdown: https://coey.com/resources/groundslate/benchmarks/voice.md
Summary: How long GroundSlate's voice model takes to speak on Apple Silicon, through the same synthesize_speech call an AI assistant makes: one line on its own, then six lines in a single call.
Shapes timed:
- One line: One synthesize_speech call over MCP, one line of script, a minted voice already on disk. This is the shape an agent produces when it speaks a single caption or a single answer.
- Six lines: One synthesize_speech call carrying six lines, the same warm model. Generation is serialised machine-wide, so six separate calls do not run alongside each other: they run one after another, each re-entering the model. This is the same six lines in a single call.
Machines:
- macbook-pro-m3-max-64: MacBook Pro, Apple M3 Max, 64 GB unified memory (Reference Mac)
  Page: https://coey.com/resources/groundslate/benchmarks/machines/macbook-pro-m3-max-64
  Markdown: https://coey.com/resources/groundslate/benchmarks/machines/macbook-pro-m3-max-64.md
  Computer: https://coey.com/resources/groundslate/benchmarks/products/macbook-pro
  Chip: https://coey.com/resources/groundslate/benchmarks/chips/m3-max
Computers:
- MacBook Pro: https://coey.com/resources/groundslate/benchmarks/products/macbook-pro
  Markdown: https://coey.com/resources/groundslate/benchmarks/products/macbook-pro.md
Chips:
- M3 Max: https://coey.com/resources/groundslate/benchmarks/chips/m3-max
  Markdown: https://coey.com/resources/groundslate/benchmarks/chips/m3-max.md
This page: MacBook Pro, Apple M3 Max, 64 GB unified memory
Methodology: one line, six lines, on a MacBook Pro, Apple M3 Max, 64 GB unified memory

| Model | Repo | Size | One line | One line realtime | Six lines | Six lines realtime |
| --- | --- | --- | --- | --- | --- | --- |
| Qwen3-TTS 1.7B | mlx-community/Qwen3-TTS-12Hz-1.7B-Base-4bit | 2.3 GB | 8.57s | 0.95× | 14.86s | 1.49× |

One line at a time runs at 0.95× realtime: the Mac takes slightly longer to speak a line than the line lasts. Six lines in one call run at 1.49×, which is 1.57 times more work done per second of audio. Generation is serialised machine-wide, so six separate calls do not overlap, they queue, and each one re-enters the model. Pass lines=[...] for anything longer than a sentence.
The mint cache is keyed over the repo, the revision, the mint text and whether the voice was described or picked from a preset, so minting the same voice twice returns a copied file in about a second. A benchmark that did not check this would publish a file copy as the cost of making a voice.
A voice minted at 0.6B speaks at whatever the machine-wide tier says, so a voice the library records as 0.6B produces audio whose receipt says 1.7B. Two records carry a field called tier and they mean different things: what it was minted at, and what spoke it.

Makers:
- Alibaba: https://coey.com/resources/groundslate/benchmarks/makers/alibaba
  Markdown: https://coey.com/resources/groundslate/benchmarks/makers/alibaba.md

Families:
- Qwen3-TTS: https://coey.com/resources/groundslate/benchmarks/makers/alibaba/qwen3-tts
  Markdown: https://coey.com/resources/groundslate/benchmarks/makers/alibaba/qwen3-tts.md

- qwen3-tts-1-7b: mlx-community/Qwen3-TTS-12Hz-1.7B-Base-4bit, GroundSlate default, 2.3 GB, tools synthesize_speech, preview_voice, list_voices, get_voice, attach_voice, voice_status, list_generations
  Page: https://coey.com/resources/groundslate/benchmarks/voice/qwen3-tts-1-7b
  Markdown: https://coey.com/resources/groundslate/benchmarks/voice/qwen3-tts-1-7b.md

##### Video models on a Mac

URL: https://coey.com/resources/groundslate/benchmarks/video
Markdown: https://coey.com/resources/groundslate/benchmarks/video.md
Summary: How long LTX 2.5 takes to make a clip on Apple Silicon, through the same generate_video call an AI assistant makes: 704 x 1280, five seconds, measured across twenty clips.
Shapes timed:
- One clip: One generate_video call at 704 x 1280, 121 frames, which is 5.04 seconds at 24 fps. Submitted through MCP, so the figure covers the queue, the guard, the sidecar, the encoder rewrite and the filing into the library, not a library call in isolation.
Machines:
- macbook-pro-m3-max-64: MacBook Pro, Apple M3 Max, 64 GB unified memory (Reference Mac)
  Page: https://coey.com/resources/groundslate/benchmarks/machines/macbook-pro-m3-max-64
  Markdown: https://coey.com/resources/groundslate/benchmarks/machines/macbook-pro-m3-max-64.md
  Computer: https://coey.com/resources/groundslate/benchmarks/products/macbook-pro
  Chip: https://coey.com/resources/groundslate/benchmarks/chips/m3-max
Computers:
- MacBook Pro: https://coey.com/resources/groundslate/benchmarks/products/macbook-pro
  Markdown: https://coey.com/resources/groundslate/benchmarks/products/macbook-pro.md
Chips:
- M3 Max: https://coey.com/resources/groundslate/benchmarks/chips/m3-max
  Markdown: https://coey.com/resources/groundslate/benchmarks/chips/m3-max.md
This page: MacBook Pro, Apple M3 Max, 64 GB unified memory
Methodology: one clip, on a MacBook Pro, Apple M3 Max, 64 GB unified memory

| Model | Repo | Size | One clip | One clip per second of video | One clip range |
| --- | --- | --- | --- | --- | --- |
| LTX 2.5 | mlx-community/ltx-2.5-mlx-q8 | 44.5 GB | 7m 35s | 1m 30s | 7m 14s to 9m 15s |

At 121 frames the weights are freed after every render and reloaded for the next one, so there is no warm clip to quote and no cold penalty to avoid. Every clip pays the same load. That is why the twenty clips measured sit inside a 122 second band rather than splitting into a fast group and a slow one.
The app's own cost estimator predicted 489 seconds for this shape against a measured median of 454.75. It is the number the app shows before you commit to a render, and on this geometry it errs long, which is the direction you want an estimate to be wrong in.
The jobs ledger starts elapsed when a job is accepted, not when it acquires the render guard, so under load two jobs sit in running while blocked and report roughly double. Measured by the gap between completions rather than by the ledger, clips cost about the same from the first to the last.

Makers:
- Lightricks: https://coey.com/resources/groundslate/benchmarks/makers/lightricks
  Markdown: https://coey.com/resources/groundslate/benchmarks/makers/lightricks.md

Families:
- LTX 2.5: https://coey.com/resources/groundslate/benchmarks/makers/lightricks/ltx
  Markdown: https://coey.com/resources/groundslate/benchmarks/makers/lightricks/ltx.md

- ltx-2-5: mlx-community/ltx-2.5-mlx-q8, GroundSlate default, 44.5 GB, tools generate_video, ingest_generation, amend_generation, list_generations
  Page: https://coey.com/resources/groundslate/benchmarks/video/ltx-2-5
  Markdown: https://coey.com/resources/groundslate/benchmarks/video/ltx-2-5.md

##### Music on a Mac

URL: https://coey.com/resources/groundslate/benchmarks/sound
Markdown: https://coey.com/resources/groundslate/benchmarks/sound.md
Summary: How long Stable Audio 3 takes to write a music bed on Apple Silicon, through the same generate_music call an AI assistant makes.
Shapes timed:
- One music bed: One generate_music call over MCP for a bed about a minute long, from a written brief. Beds of about sixty seconds; the figures below use 64 seconds as the nominal length. Instrumental only: this is a bed under a reel, not a song.
Machines:
- macbook-pro-m3-max-64: MacBook Pro, Apple M3 Max, 64 GB unified memory (Reference Mac)
  Page: https://coey.com/resources/groundslate/benchmarks/machines/macbook-pro-m3-max-64
  Markdown: https://coey.com/resources/groundslate/benchmarks/machines/macbook-pro-m3-max-64.md
  Computer: https://coey.com/resources/groundslate/benchmarks/products/macbook-pro
  Chip: https://coey.com/resources/groundslate/benchmarks/chips/m3-max
Computers:
- MacBook Pro: https://coey.com/resources/groundslate/benchmarks/products/macbook-pro
  Markdown: https://coey.com/resources/groundslate/benchmarks/products/macbook-pro.md
Chips:
- M3 Max: https://coey.com/resources/groundslate/benchmarks/chips/m3-max
  Markdown: https://coey.com/resources/groundslate/benchmarks/chips/m3-max.md
This page: MacBook Pro, Apple M3 Max, 64 GB unified memory
Methodology: one music bed, on a MacBook Pro, Apple M3 Max, 64 GB unified memory

| Model | Repo | Size | One music bed | One music bed realtime | One music bed range |
| --- | --- | --- | --- | --- | --- |
| Stable Audio 3 Medium | stabilityai/stable-audio-3-optimized | 5.2 GB | 8.14s | 7.86× | 4.81s to 3m 15s |

A minute of music comes back in about eight seconds on the same machine that spends over seven minutes on one five second video clip. Music runs at roughly eight times realtime; video runs at about a ninetieth of it. Sound is the only generator here you can call inside a working loop without planning around it.
Yes, and only the first. The weights are read off disk once and stay resident, so the opening call of a session is slower and every call after it skips the load. This is the opposite of the video model, which frees its weights after every render and makes each clip pay for them again.

Makers:
- Stability AI: https://coey.com/resources/groundslate/benchmarks/makers/stability-ai
  Markdown: https://coey.com/resources/groundslate/benchmarks/makers/stability-ai.md

Families:
- Stable Audio 3: https://coey.com/resources/groundslate/benchmarks/makers/stability-ai/stable-audio
  Markdown: https://coey.com/resources/groundslate/benchmarks/makers/stability-ai/stable-audio.md

- stable-audio-3-medium: stabilityai/stable-audio-3-optimized, 5.2 GB, tools generate_music, audio_beats, music_map, mix_audio, list_generations
  Page: https://coey.com/resources/groundslate/benchmarks/sound/stable-audio-3-medium
  Markdown: https://coey.com/resources/groundslate/benchmarks/sound/stable-audio-3-medium.md

#### Series: The animated series

A 2D show drawn as SVG and played as HTML. The look is a style kit, every character a puppet, the world as sets, each shot an HTML page GroundSlate captures into the film, and notes a second agent starts from.
Read in this order:
1. The animated series in five steps (Guide): https://coey.com/resources/groundslate/guides/the-animated-series-in-five-steps
2. The Animated Series (Skill): https://coey.com/resources/groundslate/skills/the-animated-series
3. The front that can be rigged (Skill): https://coey.com/resources/groundslate/skills/the-front-that-can-be-rigged
4. The cast that reads at a glance (Skill): https://coey.com/resources/groundslate/skills/the-cast-that-reads-at-a-glance
5. The sets the camera moves through (Skill): https://coey.com/resources/groundslate/skills/the-sets-the-camera-moves-through
6. Puppets and style kits (Guide): https://coey.com/resources/groundslate/guides/puppets-and-style-kits
7. A cartoon character you can actually animate (Recipe): https://coey.com/resources/groundslate/recipes/a-cartoon-character-you-can-animate
8. Two characters, one conversation (Recipe): https://coey.com/resources/groundslate/recipes/two-characters-one-conversation

#### Guides

##### How to ask

URL: https://coey.com/resources/groundslate/guides/how-to-ask
Markdown: https://coey.com/resources/groundslate/guides/how-to-ask.md
Summary: The habits that separate a prompt which produces publishable work from one that produces a plausible guess, with a real ask taken apart clause by clause.

##### What it does, and what it works with

URL: https://coey.com/resources/groundslate/guides/what-it-does-and-what-it-works-with
Markdown: https://coey.com/resources/groundslate/guides/what-it-does-and-what-it-works-with.md
Summary: The exact line between what GroundSlate does on your Mac and what arrives through your agent's own connections, plus the working habits that keep a body of work findable six months later.

##### Connect your agent

URL: https://coey.com/resources/groundslate/guides/connect-your-agent
Markdown: https://coey.com/resources/groundslate/guides/connect-your-agent.md
Summary: Wiring an AI client to the GroundSlate server on your Mac, and deciding how far it may reach.

##### The two transition libraries

URL: https://coey.com/resources/groundslate/guides/the-two-transition-libraries
Markdown: https://coey.com/resources/groundslate/guides/the-two-transition-libraries.md
Summary: GroundSlate renders transitions two ways, in ffmpeg between clips and in the browser inside a page, and the cost of a move on one side tells you nothing about its cost on the other. How to read both catalogs and pick a seam that does not cost an afternoon.

##### Puppets and style kits

URL: https://coey.com/resources/groundslate/guides/puppets-and-style-kits
Markdown: https://coey.com/resources/groundslate/guides/puppets-and-style-kits.md
Part of the series: The animated series, step 6
Summary: How a 2D animated character lives in GroundSlate: a style kit that owns how the whole show is drawn, a puppet of SVG parts that owns one character's body, and an avatar that binds the two to a voice. The sheets you look at are HTML. The film is those pages captured. What the doctor, sheet, build, convert and scaffold tools do, and what each one refuses.

##### The animated series in five steps

URL: https://coey.com/resources/groundslate/guides/the-animated-series-in-five-steps
Markdown: https://coey.com/resources/groundslate/guides/the-animated-series-in-five-steps.md
Part of the series: The animated series, step 1
Summary: How a 2D animated show is set up in GroundSlate so a first episode can be delivered and a second agent can start the next one. The drawings are SVG. Every shot is an HTML page. The film is those pages captured on your Mac, not a generated clip. Five steps: the show and its look, the cast, the world, the episode, and the handoff. The Animated Series skill runs all five in one go. The front and the cast skills are the detailed build of step two; the sets skill is step three.

#### Prompt recipes

##### One person, every place, ten minutes of it

URL: https://coey.com/resources/groundslate/recipes/one-person-many-places
Markdown: https://coey.com/resources/groundslate/recipes/one-person-many-places.md
Use for: Cut and assemble
Capabilities: search_people, person_locations, quick_cut_plan, reframe_person, get_clip_metadata, list_transitions, render_sequence, list_fonts, author_overlay, render_html, generate_music, mix_audio, render_ffmpeg, job_wait, create_project, commit_to_library
Summary: A long film of one person across years and countries, one clip per day, crop following their face, place names animating in and their age in the corner.

Prompt:
Build me a ten minute film in GroundSlate of p394 (Bob Murphy) in as many different places as you can find him. Five to ten seconds per clip, oldest first, and only take one clip from any given day so ten years does not turn into forty shots of the same afternoon. Landscape, 1920x1080, 30fps. Fill the frame rather than letterbox, and keep Bob centred the whole way through even when the footage is vertical. A colourful wipe each time the location changes. Put the place name in the lower third in Montserrat, white on black, alternating blue and purple accents, animating in with each new place. In the upper right, show how old he was in that clip. He was born on 1 January 2012. Nothing else on screen. Write a summery instrumental backing track in GroundSlate, unhurried, acoustic, and duck it whenever he is talking. Show me the running order before anything renders. Put the finished film in a project called "Bob, Everywhere", give it a name, suggest three YouTube safe titles, and tell me which clips the crop could not follow him in.

##### A software walkthrough that writes its own chapters

URL: https://coey.com/resources/groundslate/recipes/software-walkthrough
Markdown: https://coey.com/resources/groundslate/recipes/software-walkthrough.md
Use for: Design and render
Capabilities: index_video, search_transcript, sample_frames, list_fonts, author_overlay, render_html, make_captions, render_ffmpeg, export_edit, job_wait, create_project, commit_to_library
Works with: Your screen recorder
Summary: Index a screen recording, find every feature you named in the transcript, place a callout at each one, and export YouTube chapters from the result.

Prompt:
Index ~/Movies/walkthrough-take3.mov into GroundSlate. It is a screen recording, nobody is on camera. Then find every point where I name a feature and give me the timecode and what I said. Sample a frame at each one, propose where on screen the callout should sit, and wait for me to confirm the positions. Then build an overlay from that: a callout at each confirmed position and section titles in the lower third in Montserrat, then karaoke captions along the bottom that highlight word by word, and nothing else on screen. Lay it all over the recording at 1920x1080. Then give me YouTube chapters from the points where the interface changed, and file it under a business project called "Docs 2026".

##### A launch film cut from the site itself

URL: https://coey.com/resources/groundslate/recipes/the-launch-film-cut-from-the-live-site
Markdown: https://coey.com/resources/groundslate/recipes/the-launch-film-cut-from-the-live-site.md
Use for: Design and render
Capabilities: browser_policy, request_browser_site, capture_page, record_page, author_overlay, write_composition, render_html, render_sequence, synthesize_speech, mix_audio, render_ffmpeg, sample_frames, request_review, create_project, commit_to_library, job_wait
Summary: Record the live product scrolling, at desktop and at phone width, and cut the launch film from what the thing looks like today rather than from screenshots somebody exported in March.

Prompt:
Check in GroundSlate whether web capture is on and whether <<YOUR SITE>> is allowed. If it is not, ask me for the site and wait for me to tick it, do not work around it. Then record the homepage scrolling top to bottom for eight seconds at 1920x1080, record it again at phone width for a 9:16 version, and take a still of each section named in <<YOUR SHOT LIST>>, refusing the cookie banner every time. Tell me if any part of any page did not load before you cut anything. Build a forty second launch film at 1920x1080, 30fps: the scrolling recording under a title card, then each still held on a slow push with a lower third naming what that section does, and nothing else on screen, no page titles, no URLs, no labels I did not ask for. Narrate it in a warm, unhurried voice designed in GroundSlate and duck the bed at <<YOUR BED>> under it. Show me the plan and one rough render before you commit to the full one, then file the finished film under a business project called "<<LAUNCH>>". Tell me what did not resolve.

##### One sales video, forty personalised copies

URL: https://coey.com/resources/groundslate/recipes/personalised-sales-video
Markdown: https://coey.com/resources/groundslate/recipes/personalised-sales-video.md
Use for: Design and render
Capabilities: create_project, get_kit, render_html, list_voices, synthesize_speech, mix_audio, render_ffmpeg, render_concat, commit_to_library, list_project_outputs, list_jobs, job_wait
Works with: Claude Design, or any design tool that outputs HTML
Summary: Build the deck once as a seekable page, narrate it in a voice that never drifts, then render a version per prospect with their name, their logo and their numbers.

Prompt:
Start a business project in GroundSlate called "Super September Promotion". Take the kit I saved there as coey-deck, and have Claude Design build the deck from it at 1920x1080: five sections, with the prospect's name, logo and headline number as the only things that change between versions. No page numbers, no footers, nothing on screen I did not name. Narrate it in Nova's voice, the one attached to avatar av_4d5e6f7a, with the bed at ~/Music/beds/promo.mp3 ducked under her. Render one first so I can check the pacing before we commit to the run. Then make a version for every row of ~/Desktop/prospects.csv, file them all in that project named after the person each is for. Tell me if anything did not go in.

##### A family tree that plays

URL: https://coey.com/resources/groundslate/recipes/family-tree-that-plays
Markdown: https://coey.com/resources/groundslate/recipes/family-tree-that-plays.md
Use for: People and relationships
Capabilities: family_of, get_person, person_locations, quick_cut_plan, reframe_person, list_voices, synthesize_speech, render_html, render_concat, mix_audio, render_ffmpeg, job_wait, create_project, commit_to_library
Works with: Claude Design, or any design tool that outputs HTML
Summary: Derive the graph from a handful of recorded relationships, draw it as an animated page, and give every branch a chapter of that person's best footage.

Prompt:
Work out the whole family from p88 (Nichole) in GroundSlate and give me everyone in it with their name, how many clips they are in and the cities they were filmed in. Have Claude Design draw that as an animated family tree at 1920x1080, generations fanning in oldest first, lines drawing between them. Then give each person a chapter: six seconds of their best footage with the crop following their face, only one clip per day so nobody swamps their own branch, playing beneath the tree while their branch lights up. Nothing on screen but the tree, the names and the footage. Narrate the names in Nova's voice, the one attached to avatar av_4d5e6f7a, duck the bed at ~/Music/beds/quiet.mp3 underneath as one continuous mix, and file it in a personal project called "The Family". Tell me which chapters fell back to a centred crop.

##### A deck that presents itself

URL: https://coey.com/resources/groundslate/recipes/a-deck-that-presents-itself
Markdown: https://coey.com/resources/groundslate/recipes/a-deck-that-presents-itself.md
Use for: Design and render
Capabilities: render_html, list_fonts, voice_status, create_voice, synthesize_speech, mix_audio, render_ffmpeg, render_concat, job_wait, create_project, commit_to_library
Works with: Your agent's own skills; Claude Design, or any design tool that outputs HTML
Summary: Send the pitch instead of presenting it. Each slide becomes an animated page, narrated in a designed local voice, held on screen for exactly as long as its words.

Prompt:
Read the deck at ~/Documents/pitch.pdf and turn it into an elegant video I can send instead of presenting live. Have Claude Design rebuild each slide as an animated page at 1920x1080 in our brand colours, Montserrat headings, one build per point. Drop the deck furniture: no page numbers, footers or slide headings survive the rebuild. Write narration that says what each slide means rather than reading it out, design a warm, unhurried narrator voice in GroundSlate, and read the script with it, holding each slide until its narration finishes. If designing a voice from a description is not available, tell me and use the closest stock voice instead. Duck the bed at ~/Music/beds/calm.mp3 under the voice. Show me the script and a rough render first, then render it properly and file it under a business project called "Q4 Pitch".

##### Find the exact moment, with handles

URL: https://coey.com/resources/groundslate/recipes/find-the-exact-moment
Markdown: https://coey.com/resources/groundslate/recipes/find-the-exact-moment.md
Use for: Find footage
Capabilities: search_transcript, extract_word_clip, extract_clip
Summary: Search the library's transcripts for a phrase somebody said and cut the strongest hits as separate files, lip sync tight, with handles either side.

Prompt:
Search the transcripts in my GroundSlate library for where p203 (Mila) says "we made it", and give me the three best with the timecode and which clip each came from. Cut them out as separate files with a couple of seconds either side so they do not start on a half word, and put them in ~/Desktop/moments/.

##### Vertical that follows the subject, not the middle of the frame

URL: https://coey.com/resources/groundslate/recipes/vertical-that-follows-a-face
Markdown: https://coey.com/resources/groundslate/recipes/vertical-that-follows-a-face.md
Use for: Cut and assemble
Capabilities: reframe_person, job_wait, commit_to_library
Summary: A 9:16 cut where the crop follows a named person's face through the shot instead of sitting in a centre safe area.

Prompt:
Make a vertical version of GroundSlate clip beach-interview-9f8e7d6c at 1080x1920 with the crop following p203 (Mila) the whole way, moving with her rather than jumping between positions. Tell me how much of the clip stayed on her face and where the crop had to fall back, then file the result in project prj_0a1b2c3d4e.

##### A trip, cut to a reel, with rules

URL: https://coey.com/resources/groundslate/recipes/a-trip-cut-to-a-reel
Markdown: https://coey.com/resources/groundslate/recipes/a-trip-cut-to-a-reel.md
Use for: Cut and assemble
Capabilities: get_project, get_clip_metadata, quick_cut_plan, quick_cut_export, job_wait, commit_to_library
Summary: Turn a shoot into a timed reel by stating the pacing rules up front and reading the plan before anything renders.

Prompt:
Pull everything in GroundSlate project prj_0a1b2c3d4e (Portugal) and plan me a two minute reel of six second moments. Choose and order the clips yourself before you plan: open on p203 (Mila), put a wide before each new location, and leave out any clip whose shot log says the camera is still moving where you would cut. Show me the running order with durations before you render anything, then make it 1920x1080, filling the frame, and file it in the project with a name.

##### A montage cut to the music, ducked properly

URL: https://coey.com/resources/groundslate/recipes/a-montage-cut-to-the-music
Markdown: https://coey.com/resources/groundslate/recipes/a-montage-cut-to-the-music.md
Use for: Sound and music
Capabilities: get_project, music_map, get_clip_metadata, extract_clip, render_concat, mix_audio, render_ffmpeg, commit_to_library
Summary: Cut on phrase boundaries rather than beats, land the hero shot on the drop, end on the music and not on silence, and duck the bed with a real sidechain.

Prompt:
Build me a ninety second montage in GroundSlate from the Portugal footage in project prj_0a1b2c3d4e, cut to the track beach-day-1a2b3c4d. Cut where the music changes phrase, not on every beat, so it breathes. Put the widest shot on the biggest drop. Finish the edit when the music finishes rather than running into the fade. Show me the cut list against the music map before you render. Then duck the bed under my voiceover at ~/Audio/vo.wav and keep it locked to the picture. 1080x1920, 30fps, and file the finished montage back in the project.

##### A branded audit, rendered as video

URL: https://coey.com/resources/groundslate/recipes/a-branded-audit-rendered-as-video
Markdown: https://coey.com/resources/groundslate/recipes/a-branded-audit-rendered-as-video.md
Use for: Design and render
Capabilities: list_fonts, save_kit, render_html, render_concat, create_project, commit_to_library
Works with: Your agent's own skills; Claude Design, or any design tool that outputs HTML
Summary: Your agent researches with its own skills, builds the charts as a seekable HTML page, and GroundSlate renders it deterministically and keeps the brand kit.

Prompt:
Run your seo-audit skill on coey.com and pull the findings into a table. Have Claude Design turn it into an animated page at 1920x1080, charts drawing themselves in as each finding comes up, our brand colours, Montserrat 900 for the headings. No slide numbers, no section labels, nothing on screen I did not name. Check GroundSlate has Montserrat before you commit to it. Save the page into GroundSlate as a kit called coey-report so next quarter starts from it, render a rough one so I can check the pacing, join a title card in arc green onto the front, then render it properly and file it under a business project called "Q3 SEO".

##### A cartoon character you can actually animate

URL: https://coey.com/resources/groundslate/recipes/a-cartoon-character-you-can-animate
Markdown: https://coey.com/resources/groundslate/recipes/a-cartoon-character-you-can-animate.md
Use for: Design and render
Part of the series: The animated series, step 7
Capabilities: get_context, list_kit_collections, create_kit_collection, set_collection_kind, get_kit, style_kit_scaffold, style_kit_doctor, style_kit_sheet, puppet_doctor, puppet_sheet, puppet_build, preview_frame, preview_html, create_avatar, set_avatar_puppet, list_voices, preview_voice, create_voice, set_avatar_voice, synthesize_speech, lipsync, add_media_to_project, write_project_file, request_review
Summary: One character, from a part-by-part brief to a T-pose front SVG to a rigged puppet in GroundSlate: drawn to your show's style kit, with a mouth chart that lip syncs off a real recording, hands it can gesture with, a costume, and a voice on its avatar so a scene gets the body and the voice from one id. The sheet you look at is HTML. The film later is those pages captured.

Prompt:
Build me a cartoon character in GroundSlate profile <<PROFILE ID OR NAME>>, for a show called <<SHOW NAME>>. The character is <<NAME, AGE, WHAT THEY DO, AND THE ONE SENTENCE THAT MAKES THEM FUNNY>>. Their silhouette is <<THREE SHAPES: ONE BIG, ONE MEDIUM, ONE SMALL>>, and they talk like <<HOW THEY SPEAK>>. Make the show's style kit first if there is not one, from these reference frames and what to take from each <<TWO OR THREE FRAMES: LINE, EYES, PALETTE, SHADING>>, and show me the swatches beside the reference. Then write a front brief whose Visual Idiom is copied from that kit (line rule, ink, shading, proportions) and whose CHARACTER section is this person part by part: <<PALETTE OF THREE COLOURS; HEAD SHAPE AND RATIO; FACE WITH EYE SIZE AND EYE LINE; HAIR AND FACIAL HAIR; NECK; TORSO WITH ITS RATIOS; SHOULDERS; ARMS; HANDS; LEGS; FEET; THE FLAT-BLACK SILHOUETTE; THE ONE CONTRADICTION THAT MAKES THEM FUNNY>>. Show me the brief before you draw. Then draw one T-pose front SVG with a named group for every movable part, and show me the front on an HTML sheet (the face at three times size, the whole figure, and the flat-black silhouette) before you cut a puppet. If I already have vector drawings that are a T-pose front, or an SVG another model drew from this brief, start from those: check them against the brief's checklists with evidence and redraw only what fails. Do not trace a generated sheet. Set the style kit's stroke policy to match how the front is drawn before you cut. Cut the approved front into a puppet, in the spirit of <<A SHOW OR STYLE>>, give them a mouth chart, hands, one costume, and an avatar with a GroundSlate voice, and prove the mouth moves on a real line. Send me the turnaround, the expressions and the mouths when they are done, and tell me what did not resolve.

##### Titles and lower thirds, on brand

URL: https://coey.com/resources/groundslate/recipes/titles-and-lower-thirds-on-brand
Markdown: https://coey.com/resources/groundslate/recipes/titles-and-lower-thirds-on-brand.md
Use for: Design and render
Capabilities: author_overlay, render_html, audio_beats, list_fonts, media_metadata
Summary: Author animated overlays from a spec instead of hand rolling HTML, and time them to the beats so they actually land.

Prompt:
Put titles on GroundSlate clip hero-4f3e2d1c: "ERICEIRA, PORTUGAL" across the top for the first three seconds in arc green, a lower third naming p203 (Mila Reyes) from four to eight seconds, and a callout pointing at the top right of frame when the board hits the water. Montserrat, 1080x1920. Bring each one in on a downbeat, then lay the whole thing over the clip, running exactly as long as it does. Nothing else on screen: no labels, no numbers, nothing I did not name.

##### Teach it who everyone is

URL: https://coey.com/resources/groundslate/recipes/teach-it-who-everyone-is
Markdown: https://coey.com/resources/groundslate/recipes/teach-it-who-everyone-is.md
Use for: People and relationships
Capabilities: unknown_review_queue, confirmation_queue, name_person, confirm_people, merge_people
Summary: Walk the uncertain faces once and every future cut, search and reframe gets sharper.

Prompt:
Walk me through the people GroundSlate is not sure about: everyone still unnamed or only provisionally recognised, strongest first. Show me who each one might be and why, and I will give you the names. Confirm them as we go, and join up anyone who has ended up as two separate people.

##### Two characters, one conversation

URL: https://coey.com/resources/groundslate/recipes/two-characters-one-conversation
Markdown: https://coey.com/resources/groundslate/recipes/two-characters-one-conversation.md
Use for: Design and render
Part of the series: The animated series, step 8
Capabilities: get_context, list_avatars, get_avatar, list_kits, get_kit, write_project_file, read_project_file, synthesize_speech, lipsync, audio_energy, generate_sound_effect, preview_html, preview_frame, cut_doctor, render_cut, sample_frames, job_wait, commit_to_library, add_media_to_project, request_review, review_status
Summary: Two rigged SVG characters in a set, talking on HTML pages GroundSlate captures into the film: every line spoken in its own GroundSlate voice, mouths timed off the recordings rather than by hand, the listener acting while the other one talks, the camera cutting between them, and the whole thing assembled from one cut document so a rewrite is a re-render and not a rebuild.

Prompt:
Put <<AVATAR ID OR NAME>> and <<AVATAR ID OR NAME>> in a scene together in GroundSlate profile <<PROFILE ID OR NAME>>, in the set <<SET NAME>>, and shoot the conversation below. Animate every shot as an HTML page of those SVG puppets, then capture the pages into the film. Speak every line in each character's own voice, time the mouths off those recordings, and keep the one who is not talking acting: blinks, a look across, a reaction on the line that lands. Cut between a two shot and a single on whoever is speaking, and never let five seconds pass without a move or a cut. Add the room's own sound under it. 16:9, 24 fps, rendered locally. Show me the shot plan before you render, then the film, and tell me what did not resolve. The conversation: <<PASTE THE LINES, ONE PER LINE, NAME FIRST>>

##### Ten years of loose files, organised overnight

URL: https://coey.com/resources/groundslate/recipes/ten-years-of-loose-files
Markdown: https://coey.com/resources/groundslate/recipes/ten-years-of-loose-files.md
Use for: Organise and index
Capabilities: list_folders, index_folder, cluster_events, name_events, summarize_events, list_events, job_wait
Summary: Index a whole drive, then let it group the results into events by date and place, name them and write them up.

Prompt:
Check first that GroundSlate can read /Volumes/Archive/Video, then index it, group the results into events by when and where they were shot, name every event that has not got a name, and write a short summary for each. Give me the list of events grouped by year when it is done.

##### A grade, and a way out

URL: https://coey.com/resources/groundslate/recipes/a-grade-and-a-way-out
Markdown: https://coey.com/resources/groundslate/recipes/a-grade-and-a-way-out.md
Use for: Design and render
Capabilities: analyze_style, export_edit, job_wait
Summary: Bake a LUT from a reference clip, and export a clip as editor files when somebody downstream needs them.

Prompt:
Work out the look on GroundSlate clip hero-4f3e2d1c and write me a LUT for it in ~/Projects/Portugal/grade/, then export that clip for an editor: EDL, FCPXML and a marker list, one event per shot.

##### The whole reel in one ask

URL: https://coey.com/resources/groundslate/recipes/the-whole-reel-in-one-ask
Markdown: https://coey.com/resources/groundslate/recipes/the-whole-reel-in-one-ask.md
Use for: Cut and assemble
Capabilities: get_project, produce_reel, audio_beats, extract_clip, render_concat, mix_audio, render_ffmpeg, author_overlay, render_html, job_wait, commit_to_library
Summary: One call that returns a wired plan, clips through narration and music to a ducked mix and titles, rendered once you have read it.

Prompt:
Put together a produced reel in GroundSlate from the best of project prj_0a1b2c3d4e (Portugal), with my narration at ~/Audio/vo.wav and the bed at ~/Music/beds/drive.mp3, and a title over the opening seconds. 1080x1920, 30fps, cut to the music. Show me the whole plan before you start, then work through it, tell me as each part lands, and file the finished reel in the project.

##### Watch the queue

URL: https://coey.com/resources/groundslate/recipes/watch-the-queue
Markdown: https://coey.com/resources/groundslate/recipes/watch-the-queue.md
Use for: Operate and scope
Capabilities: list_jobs, job_status, job_wait, job_events
Summary: See what is running across every AI client connected to GroundSlate, and have your agent wait for a render instead of asking you to check back.

Prompt:
What is GroundSlate working on right now, across every client? Show me where each job sits in the queue, and let me know when the one at the front finishes.

##### Teach the vision model your world before it looks

URL: https://coey.com/resources/groundslate/recipes/teach-the-vision-model-your-world
Markdown: https://coey.com/resources/groundslate/recipes/teach-the-vision-model-your-world.md
Use for: Organise and index
Capabilities: set_vision_context, set_reasoning_context, index_folder, job_wait, get_clip_metadata
Summary: A few sentences of your own vocabulary, given to both models before indexing, markedly improve everything indexed afterwards.

Prompt:
Set this as GroundSlate's vision context before it indexes anything else: everything it is about to look at is a Pakistani street food channel; deep fried chicken at a Kohat bazaar stall, the cook is Ruzi Khan, the huge flat pan is a kadai, the yellow coating is spiced chickpea flour. Give the reasoning model the same vocabulary, so summaries and event names use it too. Then index /Volumes/Cards/2026-08, and when the first clips finish, show me their summaries so I can see whether the vocabulary took.

##### See who is on screen and when

URL: https://coey.com/resources/groundslate/recipes/see-who-is-on-screen-and-when
Markdown: https://coey.com/resources/groundslate/recipes/see-who-is-on-screen-and-when.md
Use for: People and relationships
Capabilities: people_sheet
Summary: A chronological filmstrip with names and timecodes, so shot selection stops being a scrub.

Prompt:
Show me who is on screen and when in GroundSlate clip dinner-7a6b5c4d, as one strip with names and timecodes, sampled finely enough to catch everyone, and point out the moments p394 and p88 are both in shot.

##### Record two relationships, get a whole family

URL: https://coey.com/resources/groundslate/recipes/record-two-relationships-get-a-family
Markdown: https://coey.com/resources/groundslate/recipes/record-two-relationships-get-a-family.md
Use for: People and relationships
Capabilities: add_relationship, family_of, list_people, suggest_connections
Summary: Mark a couple of parent and sibling links and the rest is derived, gendered and explained, then ranked suggestions fill the gaps.

Prompt:
Record in GroundSlate that p12 (Fifi) is p88 (Nichole)'s daughter and p14 (Mason) is her son. Then show me the family that falls out of that for everyone in the catalogue, and who else might be related but has no link yet, with the reasoning for each guess.

##### Map a person's footprint

URL: https://coey.com/resources/groundslate/recipes/map-a-persons-footprint
Markdown: https://coey.com/resources/groundslate/recipes/map-a-persons-footprint.md
Use for: People and relationships
Capabilities: person_locations
Summary: Every place you have footage of someone, grouped by city with counts and centroids.

Prompt:
Where does my GroundSlate library have footage of p203 (Mila Reyes)? Group it by city with a count for each, and do the same for p88 and p12 while you are there.

##### Find everything you shot around here

URL: https://coey.com/resources/groundslate/recipes/find-everything-you-shot-around-here
Markdown: https://coey.com/resources/groundslate/recipes/find-everything-you-shot-around-here.md
Use for: Find footage
Capabilities: clips_near
Summary: Radius search off any clip's GPS, nearest first, entirely offline.

Prompt:
Find everything in my GroundSlate library shot within two miles of harbour-3c2b1a0d, closest first, with how far each one was.

##### A narrator from a sentence

URL: https://coey.com/resources/groundslate/recipes/a-narrator-from-a-sentence
Markdown: https://coey.com/resources/groundslate/recipes/a-narrator-from-a-sentence.md
Use for: Design and render
Capabilities: voice_status, create_voice, job_wait, attach_voice, synthesize_speech
Summary: Describe the voice you want in words, keep it, and every video after that sounds like your channel. No recording, no provider, no one behind it.

Prompt:
Design a narrator voice in GroundSlate named Marlowe: a woman, adult, mid in her range, with a warm, unhurried documentary read. If designing a voice from a description is not available, say so rather than substituting. Attach it to avatar av_4d5e6f7a and read the first minute of ~/Documents/script.txt with it so I can hear it on real words.

##### Work from the laptop, without the big drives

URL: https://coey.com/resources/groundslate/recipes/work-without-the-big-drives
Markdown: https://coey.com/resources/groundslate/recipes/work-without-the-big-drives.md
Use for: Operate and scope
Capabilities: set_media_policy, list_volumes, get_project, search_catalog
Summary: Make the assistant use only what is plugged in right now, and fail clearly instead of asking you to go and find a drive.

Prompt:
In GroundSlate, only use footage on drives that are plugged in right now, then show me what that leaves me in project prj_0a1b2c3d4e.

##### Give a character one voice, forever

URL: https://coey.com/resources/groundslate/recipes/give-a-character-one-voice
Markdown: https://coey.com/resources/groundslate/recipes/give-a-character-one-voice.md
Use for: Design and render
Capabilities: create_avatar, set_avatar_voice, get_avatar
Works with: ElevenLabs, or any voice or music model
Summary: A reusable identity kit with a character sheet, a bio and a provider voice id, so every script sounds like the same character.

Prompt:
Set up a GroundSlate avatar for the mascot: a plush build, pink body, white moustache, antennae, red jacket, who talks warm and unhurried and slightly conspiratorial. Attach my ElevenLabs voice 21m00Tcm4TlvDq8ikWAM to him, then read the whole thing back to me.

##### Keep client work genuinely separate

URL: https://coey.com/resources/groundslate/recipes/keep-client-work-separate
Markdown: https://coey.com/resources/groundslate/recipes/keep-client-work-separate.md
Use for: Operate and scope
Capabilities: list_profiles, list_kits
Summary: Profiles are self contained datasets. Name one and your agent works in it directly, while the app stays on whatever you have open.

Prompt:
Show me the kits saved in GroundSlate's Meridian profile.

##### Fix a name and let the words catch up

URL: https://coey.com/resources/groundslate/recipes/fix-a-name-and-let-the-words-catch-up
Markdown: https://coey.com/resources/groundslate/recipes/fix-a-name-and-let-the-words-catch-up.md
Use for: People and relationships
Capabilities: get_person, refresh_story, retokenize_library, reindex_clips, event_digest
Summary: Re-materialize the prose after an identity change, with no model calls, in milliseconds.

Prompt:
I have just named p394 in GroundSlate: he is Bob Murphy. Update the descriptions and summaries on every clip he appears in, and check the event casts picked it up.

##### Let it propose what belongs in an event

URL: https://coey.com/resources/groundslate/recipes/let-it-propose-what-belongs-in-an-event
Markdown: https://coey.com/resources/groundslate/recipes/let-it-propose-what-belongs-in-an-event.md
Use for: Organise and index
Capabilities: event_suggestions, add_media_to_event
Summary: Ranked candidates from the edges of an event's time and place envelope, for you to confirm.

Prompt:
Which clips in my GroundSlate library look like they belong to evt_5d6e7f8a9b (Ericeira, June 2026) but are not in it yet? Best first, and flag any that are already sitting in a different event.

##### Drive it from two clients at once

URL: https://coey.com/resources/groundslate/recipes/drive-it-from-two-clients-at-once
Markdown: https://coey.com/resources/groundslate/recipes/drive-it-from-two-clients-at-once.md
Use for: Operate and scope
Capabilities: list_jobs, job_events, set_max_concurrent
Summary: One queue, shared across every AI client connected to GroundSlate. Plan in one, render from another.

Prompt:
Show me the GroundSlate queue across every client, with positions and whose job each one is. Keep it to one job at a time while I am editing.

#### Skills

##### The long form edit

URL: https://coey.com/resources/groundslate/skills/the-long-form-edit
Markdown: https://coey.com/resources/groundslate/skills/the-long-form-edit.md
Capabilities: get_context, list_volumes, set_media_policy, voice_status, composition_doctor, catalog_stats, search_catalog, search_notes, list_favorites, check_fonts, import_fonts, search_transcript, event_digest, people_sheet, quick_cut_plan, quick_cut_export, make_montage, extract_clip, index_image, rename_person, edit_clip_location, add_media_to_project, project_manifest, write_project_file, read_project_file, import_asset, get_asset, get_kit, remove_background, render_html, render_composition, author_overlay, list_voices, preview_voice, synthesize_speech, create_voice, transcribe, music_map, audio_beats, generate_music, mix_audio, sam_audio_status, analyze_style, list_effects, apply_effect, list_ai_effects, render_ffmpeg, list_transitions, render_transition, render_sequence, render_concat, sample_frames, job_events, save_kit, commit_to_library, name_video, add_project_note, list_project_outputs, export_edit, capture_page, record_page, open_browser_window, browser_policy, request_browser_site, write_composition, request_review, review_status, withdraw_review, transition_motion, preview_html, list_project_files
Works with: Claude Design, or any design tool that outputs HTML; ElevenLabs, or any voice or music model
Summary: Hours of footage into a film with chapters, narration and a score. Installs a full editing discipline into your agent: paper cut first, chapter builds cut to the transcribed words, one continuous mix, and a final render filed so the next film inherits the look.

Prompt:
Use /groundslate-long-form-edit: cut GroundSlate project prj_0a1b2c3d4e (Portugal) into a twenty minute film organised by place, 1920x1080 at 30fps, narrated in Nova's voice, the one attached to avatar av_4d5e6f7a. Brand the cards from <<YOUR BRAND SOURCE>>. Nothing longer than eight seconds, chapters ending on the music. Bring me the paper cut before anything renders, then the style frames, and tell me what did not resolve.

##### The audit they watch

URL: https://coey.com/resources/groundslate/skills/the-audit-they-watch
Markdown: https://coey.com/resources/groundslate/skills/the-audit-they-watch.md
Capabilities: get_context, composition_doctor, voice_status, list_fonts, check_fonts, import_fonts, import_asset, get_asset, index_folder, index_image, fetch_asset, add_media_to_project, search_projects, create_project, project_manifest, write_project_file, read_project_file, list_project_files, save_kit, remove_background, list_effects, apply_effect, list_ai_effects, preview_ai_effect, apply_ai_effect, render_html, author_film, get_kit, list_voices, preview_voice, synthesize_speech, transcribe, audio_beats, generate_music, mix_audio, render_ffmpeg, list_transitions, render_sequence, sample_frames, job_events, commit_to_library, name_video, add_project_note, list_project_outputs, capture_page, record_page, open_browser_window, browser_policy, request_browser_site, write_composition, render_composition, request_review, review_status, withdraw_review, transition_motion, preview_html
Works with: Claude, with the Marketing plugin's seo-audit skill; Claude Design, or any design tool that outputs HTML; ElevenLabs, or any voice or music model
Summary: An SEO audit that arrives as a branded film instead of a forty page PDF. Three answers from you, then Claude researches the site, designs the scenes, narrates the findings in three voices and renders the whole thing on your Mac.

Prompt:
Use /groundslate-seo-audit-video and the SEO audit plugin on <<YOUR SITE>>, against <<COMPETITOR SITE>> and <<COMPETITOR SITE>>. Brand from <<YOUR BRAND SOURCE>>. It is for <<WHO WILL WATCH IT>>. Bring me the draft.

##### The competitive brief sales uses

URL: https://coey.com/resources/groundslate/skills/the-competitive-brief-sales-uses
Markdown: https://coey.com/resources/groundslate/skills/the-competitive-brief-sales-uses.md
Capabilities: get_context, composition_doctor, voice_status, list_fonts, check_fonts, import_fonts, import_asset, get_asset, index_folder, index_image, fetch_asset, add_media_to_project, search_projects, create_project, project_manifest, write_project_file, read_project_file, save_kit, remove_background, list_effects, apply_effect, list_ai_effects, preview_ai_effect, apply_ai_effect, render_html, author_film, get_kit, list_voices, preview_voice, synthesize_speech, transcribe, audio_beats, generate_music, mix_audio, render_ffmpeg, job_events, list_transitions, render_sequence, sample_frames, commit_to_library, name_video, add_project_note, list_project_outputs, capture_page, record_page, open_browser_window, browser_policy, request_browser_site, write_composition, render_composition, request_review, review_status, withdraw_review, transition_motion, preview_html, list_project_files
Works with: Claude, with the Marketing plugin's competitive-brief skill; Claude Design, or any design tool that outputs HTML; ElevenLabs, or any voice or music model
Summary: A competitor analysis that arrives as an eight minute branded film instead of a slide library nobody opens. Claude researches the field, the positioning map draws itself, and every claim on screen is the competitor's own page.

Prompt:
Use /groundslate-competitive-brief-video with the competitive-brief skill from Claude's Marketing plugin. Analyse ropeworks.com and knotandco.com against Acme, at acme.com, which sells rope access safety training to industrial contractors. Brand it as Acme, eight minutes, for Acme's sales team. Bring me the style frames, then the draft.

##### The sound library you own

URL: https://coey.com/resources/groundslate/skills/the-sound-library-you-own
Markdown: https://coey.com/resources/groundslate/skills/the-sound-library-you-own.md
Capabilities: get_context, list_profiles, folder_settings, list_folders, list_models, search_projects, create_project, generate_sound_effect, ingest_generation, index_audio, amend_generation, job_wait, job_events, search_catalog, list_media, get_clip_metadata, edit_clip_summary, name_video, set_favorite, add_media_to_project, add_project_note, list_project_outputs, commit_to_library, mix_audio, render_ffmpeg, request_review, review_status, withdraw_review, write_project_file, list_project_files, read_project_file, project_manifest
Works with: ElevenLabs, or any voice or music model
Summary: A sound effects library built to your brief instead of scavenged from packs. Your agent interviews you, generates every cue on your own Mac with Stable Audio 3, and lands each one in GroundSlate with the prompt that made it, so you find a sound by describing it rather than by remembering a filename.

Prompt:
Use /groundslate-sound-library: build me a sound effects library for <<WHAT YOU MAKE>>. Generate the cues in GroundSlate on my Mac, and only fall back to ElevenLabs on my connection if the local model is not downloaded. Land everything in GroundSlate, tied to <<A PROJECT ID, OR "the whole profile">>, and name every cue so I can find it by describing it. Interview me on the brief first, and audition one family before you run the rest.

##### The 3D kinetic short

URL: https://coey.com/resources/groundslate/skills/the-3d-kinetic-short
Markdown: https://coey.com/resources/groundslate/skills/the-3d-kinetic-short.md
Capabilities: get_context, list_profiles, composition_doctor, voice_status, list_fonts, check_fonts, import_fonts, register_font, search_projects, create_project, search_catalog, music_map, audio_beats, generate_music, fetch_asset, import_asset, get_asset, list_assets, remove_background, index_image, index_video, extract_clip, reframe_vertical, make_reframe, track_subject, list_effects, apply_effect, list_ai_effects, preview_ai_effect, apply_ai_effect, write_composition, author_film, list_voices, search_voices, get_voice, create_voice, preview_voice, synthesize_speech, transcribe, mix_audio, render_ffmpeg, list_transitions, transition_motion, list_easings, get_kit, save_kit, list_kits, preview_html, render_html, render_composition, render_sequence, sample_frames, job_wait, job_events, commit_to_library, name_video, add_media_to_project, add_project_note, list_project_outputs, capture_page, record_page, request_browser_site, request_review, review_status, withdraw_review, write_project_file, list_project_files, read_project_file, project_manifest
Works with: Your agent's own skills
Summary: A ninety second vertical short where the words are the motion and the frame has real depth. Your agent writes the spine, casts the narration from the voices already in your library, pulls footage from your library or the public domain and falls back to a still, rigs each one in 3D with gradients and glass, puts a lens and a film stock over it, syncs the type word by word to the voice, and lands on a thought the viewer has to finish.

Prompt:
Use /groundslate-3d-kinetic-short: make me a ninety second vertical short about <<YOUR SUBJECT>>, in GroundSlate profile <<PROFILE ID OR NAME>>. Teaser, then the beats, then a landing that leaves me thinking. Cast the narration from the voices already in my library and ask me before minting any new ones. A different visual idea per beat, a different move on every seam, real 3D depth, gradients, overlays and glass in every frame, and kinetic typography that highlights word by word against the voice. Seam the beats with page moves where you can and keep the rendered joins in the light tier. Put a lens on every beat and hold one film stock across the film. Nothing on screen holds still and nothing is smaller than 30pt. Prefer real footage over stills, treated, with the licence recorded off screen and never on it. Three beds, written from a brief or taken from my music library, ducked under the voice. Show me the beat plan and the style frames before you render anything, and tell me what did not resolve.

##### The pitch you win

URL: https://coey.com/resources/groundslate/skills/the-pitch-you-win
Markdown: https://coey.com/resources/groundslate/skills/the-pitch-you-win.md
Capabilities: get_context, list_profiles, composition_doctor, voice_status, list_fonts, check_fonts, import_fonts, import_asset, get_asset, fetch_asset, index_image, index_folder, add_media_to_project, search_projects, create_project, project_manifest, write_project_file, read_project_file, list_project_files, add_project_note, capture_page, record_page, open_browser_window, browser_policy, request_browser_site, write_composition, preview_html, render_html, author_film, render_composition, save_kit, get_kit, list_kits, remove_background, list_effects, apply_effect, list_ai_effects, preview_ai_effect, generate_video, list_voices, preview_voice, synthesize_speech, transcribe, audio_beats, music_map, mix_audio, render_ffmpeg, list_transitions, transition_motion, render_sequence, sample_frames, job_events, list_jobs, request_review, review_status, withdraw_review, commit_to_library, name_video, list_project_outputs
Works with: Your agent's own skills; Claude Design, or any design tool that outputs HTML; ElevenLabs, or any voice or music model
Summary: A new business pitch as a film instead of a deck. Your agent researches the prospect, writes the argument, casts several voices, builds the campaign concepts as scenes and renders the whole thing on your Mac, then brings you a cut to mark up after every round.

Prompt:
Use /groundslate-pitch-film. We are <<YOUR AGENCY>> pitching <<THE PROSPECT>>. The ask is <<WHAT YOU WANT THEM TO AGREE TO>>. It will be watched by <<WHO IS IN THE ROOM>>. Our brand is <<WHERE YOUR BRAND LIVES>>. Bring me a cut.

##### The site is the story

URL: https://coey.com/resources/groundslate/skills/the-site-is-the-story
Markdown: https://coey.com/resources/groundslate/skills/the-site-is-the-story.md
Capabilities: get_context, list_profiles, browser_policy, request_browser_site, capture_page, record_page, open_browser_window, close_browser_window, list_browser_windows, composition_doctor, voice_status, check_fonts, import_fonts, import_asset, get_asset, fetch_asset, index_folder, index_image, add_media_to_project, search_projects, create_project, project_manifest, write_project_file, read_project_file, list_project_files, add_project_note, write_composition, preview_html, render_html, author_film, save_kit, get_kit, remove_background, list_effects, apply_effect, reframe_vertical, make_reframe, list_voices, preview_voice, synthesize_speech, transcribe, audio_beats, mix_audio, render_ffmpeg, list_transitions, transition_motion, render_sequence, extract_clip, sample_frames, job_events, request_review, review_status, withdraw_review, commit_to_library, name_video, list_project_outputs
Works with: Your agent's own skills; Claude Design, or any design tool that outputs HTML; ElevenLabs, or any voice or music model
Summary: A launch film built from the live product itself. GroundSlate records the real pages scrolling, in desktop and on a phone, with the cookie banners refused at capture, and your agent cuts them into a narrated film. No mockups, no recreations, no screen recording session with a human driving.

Prompt:
Use /groundslate-site-film on <<YOUR PRODUCT URL>>. The story is <<WHAT LAUNCHED OR CHANGED>>. It is for <<WHO WATCHES IT>>, and it should run about <<LENGTH>>. Bring me a cut.

##### Time your own Mac

URL: https://coey.com/resources/groundslate/skills/time-your-own-mac
Markdown: https://coey.com/resources/groundslate/skills/time-your-own-mac.md
Capabilities: hello, get_context, list_profiles, system_requirements, memory_status, storage_summary, list_models, voice_status, list_voices, create_voice, get_voice, synthesize_speech, generate_music, generate_video, job_wait, job_status, job_events, list_jobs, cancel_job, probe, media_metadata, list_generations, create_project, add_project_note, project_manifest, list_project_outputs
Summary: A local benchmark. Time the models GroundSlate runs on your own Mac, on the same shapes and the same prompts the published figures were taken with, and read the answer beside the reference machine. Speaking a line, writing a music bed, making a video clip, each timed through the tool an agent actually calls. The result is a folder on your disk and nothing leaves it.

Prompt:
Use /groundslate-benchmark on this Mac. Run the <<VOICE, MUSIC AND VIDEO>> suites at <<QUICK OR FULL>> depth and write the dataset to <<WHERE THE FOLDER SHOULD GO>>. Tell me how this Mac compares to the reference machine when you are done.

##### The Animated Series

URL: https://coey.com/resources/groundslate/skills/the-animated-series
Markdown: https://coey.com/resources/groundslate/skills/the-animated-series.md
Part of the series: The animated series, step 2
Capabilities: get_context, list_profiles, hello, create_project, get_project, list_projects, write_project_file, read_project_file, list_project_files, add_project_note, create_kit_collection, set_collection_kind, list_kit_collections, list_kits, get_kit, import_kit, save_kit, refresh_kit_preview, style_kit_scaffold, style_kit_doctor, style_kit_sheet, puppet_doctor, puppet_sheet, puppet_build, create_avatar, get_avatar, list_avatars, set_avatar_puppet, set_avatar_voice, add_media_to_project, list_voices, create_voice, preview_voice, synthesize_speech, transcribe, lipsync, preview_html, preview_frame, cut_doctor, render_cut, sample_frames, audio_energy, job_wait, job_events, commit_to_library, index_audio, generate_sound_effect, generate_music, import_asset, list_assets, search_catalog, request_review, review_status, review_reply, withdraw_review
Works with: Your agent's own skills
Summary: A 2D animated series set up the way a studio would, entirely inside GroundSlate, and a first episode delivered. The drawings are SVG. Every shot is an HTML page. The film is those pages captured, not a generated clip. Your agent asks what the show is and what it should look like, writes the bible, builds the style kit the whole show is drawn to, writes each character's front from that kit as a T-pose SVG, cuts each front into a rigged puppet on an avatar with a GroundSlate voice, builds the sets and props, writes the episode, records the lines, animates every shot as a seek-pure HTML scene, cuts the film from one document, shows you the work at every gate, and leaves notes a second agent can start the next episode from cold.

Prompt:
Use /groundslate-animated-series: set up an animated series in GroundSlate called <<SHOW NAME>>, in profile <<PROFILE ID OR NAME>>, and deliver its first episode. It is <<ONE LINE ON THE SHOW: WHO, WHERE, WHAT KIND OF FUNNY>>, drawn in the spirit of <<A SHOW OR STYLE YOU WANT IT TO FEEL LIKE>>, here are reference frames and what to take from each <<TWO OR THREE FRAMES: LINE, EYES, PALETTE, SHADING>>, 16:9 at 24 fps, <<EPISODE LENGTH>> long. Draw every character, set and prop as SVG. Animate every shot as an HTML page GroundSlate captures into the film. Ask me your questions before you build anything, including whether I already have vector drawings for the cast. Build the style kit first and show me the swatches. For each character, write a front brief whose Visual Idiom is copied from the kit and whose CHARACTER section is that person part by part, show me the brief, then draw one T-pose front SVG with a named group for every movable part and show me the front (face at three times size, whole figure, flat-black silhouette) before you cut a puppet or start the next character. Then cut each front into a puppet on an avatar with a GroundSlate voice. Write the episode, record every line, animate every shot so nothing sits still for five seconds, cut it from one document, and show me the film. Leave notes in the project that a fresh agent can start episode two from. Tell me what did not resolve.

##### The front that can be rigged

URL: https://coey.com/resources/groundslate/skills/the-front-that-can-be-rigged
Markdown: https://coey.com/resources/groundslate/skills/the-front-that-can-be-rigged.md
Part of the series: The animated series, step 3
Capabilities: get_context, list_profiles, get_project, write_project_file, read_project_file, list_project_files, add_project_note, list_kit_collections, list_kits, get_kit, style_kit_scaffold, style_kit_doctor, style_kit_sheet, preview_html, preview_frame, request_review, review_status, review_reply
Works with: Your agent's own skills
Summary: The front of every character, drawn as one T-pose SVG in GroundSlate before anyone cuts a puppet. Each front is written from a brief whose visual idiom is copied from the show's style kit and whose character section is that person part by part, then drawn with a named group for every movable part and shown to you as the face, the figure and the flat-black silhouette. One character per run, and a front from any model that returns SVG is accepted and checked rather than redrawn. The drawing gate of the cast step.

Prompt:
Use /groundslate-front: write the front of ONE character of <<SHOW NAME>> in GroundSlate profile <<PROFILE ID OR NAME>>, drawn to the show's style kit <<KIT NAME>> (stop and make the kit first if there is none). The character is <<NAME AND ONE LINE, OR "the next character in notes/CAST.md in project prj_0a1b2c3d4e">>. Write a front brief whose Visual Idiom is copied from the kit and whose CHARACTER section is that person part by part (palette of three colours, head shape and ratio, face with eye size and eye line, hair, neck, torso with its ratios as numbers, shoulders, arms, hands, legs, feet, the flat-black silhouette, the one contradiction that makes them funny). Show me the brief before you draw. Then draw one T-pose front SVG with a named group for every movable part, or if I hand you an SVG another model drew from that brief, check it against the brief's three checklists with evidence and redraw only what fails. Show me the front on an HTML sheet (the face at three times size, the whole figure, the flat-black silhouette, and each limb turned 30 degrees on its joint). Do not cut anyone into a puppet and do not start another character in this run. Tell me what did not resolve.

##### The cast that reads at a glance

URL: https://coey.com/resources/groundslate/skills/the-cast-that-reads-at-a-glance
Markdown: https://coey.com/resources/groundslate/skills/the-cast-that-reads-at-a-glance.md
Part of the series: The animated series, step 4
Capabilities: get_context, list_profiles, get_project, write_project_file, read_project_file, list_project_files, add_project_note, list_kit_collections, create_kit_collection, set_collection_kind, list_kits, get_kit, import_kit, save_kit, refresh_kit_preview, style_kit_doctor, style_kit_sheet, puppet_doctor, puppet_sheet, puppet_build, create_avatar, get_avatar, list_avatars, set_avatar_info, set_avatar_puppet, set_avatar_voice, set_avatar_media, add_media_to_project, list_voices, create_voice, preview_voice, synthesize_speech, lipsync, preview_html, preview_frame, sample_frames, request_review, review_status, review_reply, job_wait
Works with: Your agent's own skills
Summary: Every character of an animated show cut into a rigged SVG puppet in GroundSlate from an approved T-pose front, drawn to the show's style kit, with a mouth chart timed off real recordings, costumes that dress the same skeleton, and an avatar that binds the body to a GroundSlate voice. The puppet half of the cast step of The Animated Series. The front half is its own skill.

Prompt:
Use /groundslate-cast: design the cast of <<SHOW NAME>> in GroundSlate profile <<PROFILE ID OR NAME>>, drawn to the show's style kit <<KIT NAME>> (make one first if there is none). The characters are <<NAMES AND ONE LINE EACH, OR "read notes/CAST.md in project prj_0a1b2c3d4e">>. Start from each character's approved front in work/fronts. If a front is missing, write the front brief first (Visual Idiom copied from the kit, CHARACTER section that person part by part: palette of three colours, head shape and ratio, face with eye size and eye line, hair, neck, torso with its ratios, shoulders, arms, hands, legs, feet, the flat-black silhouette, the one contradiction that makes them funny), show me the brief, then draw one T-pose front SVG with a named group for every movable part and show me the front (face at three times size, whole figure, flat-black silhouette) before you cut a puppet. Cut each approved front into a puppet. Ask me your questions first, including whether I already have vector drawings. Give each one a mouth chart, a set of hands, a default costume, and an avatar with a GroundSlate voice. Put the whole cast side by side at scale when you are done, and tell me what did not resolve.

##### The sets the camera moves through

URL: https://coey.com/resources/groundslate/skills/the-sets-the-camera-moves-through
Markdown: https://coey.com/resources/groundslate/skills/the-sets-the-camera-moves-through.md
Part of the series: The animated series, step 5
Capabilities: get_context, list_profiles, get_project, write_project_file, read_project_file, list_project_files, add_project_note, list_kit_collections, create_kit_collection, set_collection_kind, list_kits, get_kit, import_kit, save_kit, refresh_kit_preview, style_kit_doctor, style_kit_sheet, preview_html, preview_frame, sample_frames, render_html, request_review, review_status, review_reply, job_wait
Works with: Your agent's own skills
Summary: Every location of an animated show built as SVG planes in an HTML set kit in GroundSlate: layered planes with real depth so a pan parallaxes, named marks a character stands on, the ground the puppets walk on, a near plane that passes in front of the actors, drawn to the show's style kit and judged with a scale figure on every mark. The detailed build behind the world step of The Animated Series.

Prompt:
Use /groundslate-sets: build the sets of <<SHOW NAME>> in GroundSlate profile <<PROFILE ID OR NAME>>, drawn to the show's style kit <<KIT NAME>>. The locations are <<NAMES AND ONE LINE EACH, OR "read notes/WORLD.md in project prj_0a1b2c3d4e">>. Draw each set as SVG planes in an HTML kit. Ask me your questions first, including whether I have reference images. For every set, give me depth the camera can pan through, a ground line the cast stands on, named marks for the shots the episode needs, and a near plane where the location has one. Put a scale figure on every mark from the first round, so the wide I see has the cast standing in it, and show me the wide, the pan and the marks before you move on to the next set. Tell me what did not resolve.

## Blog

How the work actually gets done. Index: https://coey.com/resources/blog
Markdown index: https://coey.com/resources/blog.md
RSS: https://coey.com/resources/blog/rss.xml
Topic archives live under https://coey.com/resources/blog/topics/.

### Five models, one SVG character brief

URL: https://coey.com/resources/blog/2026/09/04/four-models-one-svg-character-brief
Markdown: https://coey.com/resources/blog/2026/09/04/four-models-one-svg-character-brief.md
Published: 4 September 2026
Authors: Team COEY
Topics: GroundSlate
Software: groundslate
Recipes: a-cartoon-character-you-can-animate
Skills: the-front-that-can-be-rigged, the-cast-that-reads-at-a-glance
Guides: puppets-and-style-kits, the-animated-series-in-five-steps
Capabilities: puppet_doctor, puppet_sheet, style_kit_doctor
Summary: The same SVG puppet brief went to five AI systems. Each returned a different Gus. ChatGPT Astra High is the drawing. Claude Fable is a distant second. A GroundSlate puppet still needs real vector parts.

### A GroundSlate character you can animate

URL: https://coey.com/resources/blog/2026/09/02/how-to-create-an-animated-character-in-groundslate
Markdown: https://coey.com/resources/blog/2026/09/02/how-to-create-an-animated-character-in-groundslate.md
Published: 2 September 2026
Authors: Team COEY
Topics: GroundSlate
Software: groundslate
Recipes: a-cartoon-character-you-can-animate, two-characters-one-conversation
Skills: the-animated-series, the-front-that-can-be-rigged, the-cast-that-reads-at-a-glance, the-sets-the-camera-moves-through
Guides: the-animated-series-in-five-steps, puppets-and-style-kits
Capabilities: get_kit, import_kit, write_project_file, read_project_file, preview_html, request_review, review_status, review_reply, puppet_doctor, puppet_build, puppet_sheet, create_avatar, set_avatar_puppet, attach_voice, synthesize_speech, generate_sound_effect, register_font, check_fonts, render_html, cut_doctor, render_cut, sample_frames, audio_energy, job_wait
Summary: Two cartoon characters, one set and a 24 second short built on one Mac through GroundSlate's MCP, with the creator marking up every render as it landed. The step by step: the front brief written part by part from the style kit, the front drawn and approved, the puppet cut from it, a voice on the avatar, a set that gets the same brief, the shots as HTML pages with cuts and snap moves, a designed title card, a mix leveled from readings, the film, and a 16:9 version reframed shot by shot. Every prompt is here to copy, with the picture each step produced.

### Wan rents the film. LTX-2.5 keeps the cut

URL: https://coey.com/resources/blog/2026/08/31/what-august-2026-opened-for-production
Markdown: https://coey.com/resources/blog/2026/08/31/what-august-2026-opened-for-production.md
Published: 31 August 2026
Authors: Team COEY
Topics: AI Video News
Software: groundslate
Summary: Wan 3.0 goes generally available as a thirty second rented film that can read a deck. LTX-2.5 ships native multi-shot on weights you can hold. Wan-Animate-2 is the open character driver. Aleph 2.0 is the hosted edit. The split is the same one we have been using all year.

### Runway Aleph 2.0 Makes AI Video Editing More Workflow-Ready

URL: https://coey.com/resources/blog/2026/08/16/runway-aleph-2-0-makes-ai-video-editing-more-workflow-ready
Markdown: https://coey.com/resources/blog/2026/08/16/runway-aleph-2-0-makes-ai-video-editing-more-workflow-ready.md
Published: 16 August 2026
Authors: Team COEY
Topics: AI Video News
Software: groundslate
Summary: Runway Aleph 2.0 is a hosted API accessible AI video editing model built for transforming existing footage into controlled creative variations at scale.

### The Agent QA Stack That Saves Automation

URL: https://coey.com/resources/blog/2026/08/16/the-agent-qa-stack-that-saves-automation
Markdown: https://coey.com/resources/blog/2026/08/16/the-agent-qa-stack-that-saves-automation.md
Published: 16 August 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Agents do not just write text. They make decisions. Build a testable QA stack that checks format, meaning, procedure and cost before a workflow touches the CRM or the CMS.

### Visibility from the assistants that cite you

URL: https://coey.com/resources/blog/2026/08/16/how-to-build-an-ai-visibility-reporting-workflow
Markdown: https://coey.com/resources/blog/2026/08/16/how-to-build-an-ai-visibility-reporting-workflow.md
Published: 16 August 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Learn to build an AI visibility reporting workflow that goes beyond dashboards, connecting prompt tracking, answer capture, classification, and actionable insights using tools like n8n. This guide covers why legacy traffic and attribution models fall short in the age of AI answers, how to set up layered reporting systems, where humans and AI each add value, and how to orchestrate the process for repeatable business outcomes. Includes step-by-step process, example frameworks, and practical tips for measurement and action.

### Alibaba’s Qwen3.8-27B Tests the Open Multimodal Hype Cycle

URL: https://coey.com/resources/blog/2026/08/14/alibabas-qwen3-8-27b-tests-the-open-multimodal-hype-cycle
Markdown: https://coey.com/resources/blog/2026/08/14/alibabas-qwen3-8-27b-tests-the-open-multimodal-hype-cycle.md
Published: 14 August 2026
Authors: Team COEY
Topics: AI LLM News
Software: groundslate
Summary: Qwen3.8 27B may bring open weight multimodal AI closer to practical creative and marketing automation, but teams should verify model cards, licenses, serving paths, and real workflow performance before production use.

### Brand Content in a Zero Click Era

URL: https://coey.com/resources/blog/2026/08/14/brand-content-in-a-zero-click-era
Markdown: https://coey.com/resources/blog/2026/08/14/brand-content-in-a-zero-click-era.md
Published: 14 August 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: Marketers, meet the zero click era, where AI answer engines replace site visits with instant summaries. Learn the new rules for making brand content discoverable, influential, and measurable, even when traffic disappears. Ditch funnel thinking for evidence loops, structure content for extraction and attribution, and make sure your brand wins at the knowledge layer. Automation, not old-school SEO hustle, is your ticket to relevance in a world where your biggest fans never click.

### Personalization that can still be trusted

URL: https://coey.com/resources/blog/2026/08/14/how-to-build-trusted-ai-personalization-workflows
Markdown: https://coey.com/resources/blog/2026/08/14/how-to-build-trusted-ai-personalization-workflows.md
Published: 14 August 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Personalization fails when a model freestyles identity and intent. Build a governed n8n workflow where humans set audience rules, brand boundaries and review thresholds, and AI drafts the variants.

### Gemini 3.7 Flash Is Google's New Speed Play for AI Automation

URL: https://coey.com/resources/blog/2026/08/13/gemini-3-7-flash-is-googles-new-speed-play-for-ai-automation
Markdown: https://coey.com/resources/blog/2026/08/13/gemini-3-7-flash-is-googles-new-speed-play-for-ai-automation.md
Published: 13 August 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Google introduces Gemini 3.7 Flash as a faster, cost efficient model for coding, agents, and scalable AI automation across business workflows.

### Ad disclosure metadata without the wait

URL: https://coey.com/resources/blog/2026/08/12/how-to-automate-ad-disclosure-metadata-fast
Markdown: https://coey.com/resources/blog/2026/08/12/how-to-automate-ad-disclosure-metadata-fast.md
Published: 12 August 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Master the workflow for automating ad disclosure metadata in the age of AI. Learn how to balance efficiency, compliance, and transparency with the right mix of technology, structured policy, and human oversight. This guide breaks down every step, from policy design to automated classification, so your marketing ops stay agile and audit-friendly.

### Grok 4.6 Pushes AI Agents Toward Real Work

URL: https://coey.com/resources/blog/2026/08/12/grok-4-6-pushes-ai-agents-toward-real-work
Markdown: https://coey.com/resources/blog/2026/08/12/grok-4-6-pushes-ai-agents-toward-real-work.md
Published: 12 August 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Grok 4.6 moves xAI deeper into agent workflows, API automation, and long running business tasks that connect AI output to real operational value.

### Verified Automation: Content That Endures in AI Overviews

URL: https://coey.com/resources/blog/2026/08/12/verified-automation-content-that-endures-in-ai-overviews
Markdown: https://coey.com/resources/blog/2026/08/12/verified-automation-content-that-endures-in-ai-overviews.md
Published: 12 August 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: Explore how the answer-first discovery era is reshaping marketing automation. This guide unpacks why classic automation collapses under AI overviews, why verification-native systems are critical, and how marketers can build for accuracy, traceability, and risk management. From claim graphs to audit-ready systems, learn the proven workflows for trusted, actionable content that thrives everywhere your brand appears.

### LTX-2.5 Pushes Open-Weights AI Video Toward Real Workflow Automation

URL: https://coey.com/resources/blog/2026/08/11/ltx-2-5-pushes-open-weights-ai-video-toward-real-workflow-automation
Markdown: https://coey.com/resources/blog/2026/08/11/ltx-2-5-pushes-open-weights-ai-video-toward-real-workflow-automation.md
Published: 11 August 2026
Authors: Team COEY
Topics: AI Video News
Software: groundslate
Summary: LTX 2.5 shows how open weights AI video can move beyond demos into repeatable creative workflows with API access, local deployment options, synchronized audio video generation, and automation potential for production teams.

### Executive briefings that write themselves

URL: https://coey.com/resources/blog/2026/08/10/how-to-automate-executive-briefings-with-ai
Markdown: https://coey.com/resources/blog/2026/08/10/how-to-automate-executive-briefings-with-ai.md
Published: 10 August 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Learn how to automate executive briefings using AI-powered workflows. Discover how to streamline data collection, synthesis, and review without losing critical human oversight. This step-by-step guide covers workflow layers, tools, model selection, practical guardrails, and measuring success, helping busy organizations create readable, reliable updates at scale.

### Meta Muse Glimmer Puts Local AI Agents in the Workflow Fight

URL: https://coey.com/resources/blog/2026/08/10/meta-muse-glimmer-puts-local-ai-agents-in-the-workflow-fight
Markdown: https://coey.com/resources/blog/2026/08/10/meta-muse-glimmer-puts-local-ai-agents-in-the-workflow-fight.md
Published: 10 August 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Meta Muse Glimmer 30B points to a new phase of local agentic AI, where private workflow automation, long context reasoning, and open weight deployment could change how creative teams build and manage production systems.

### Structured Outputs Are AI Automation’s Secret Weapon

URL: https://coey.com/resources/blog/2026/08/10/structured-outputs-are-ai-automations-secret-weapon
Markdown: https://coey.com/resources/blog/2026/08/10/structured-outputs-are-ai-automations-secret-weapon.md
Published: 10 August 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: Most AI automations crash on simple structure errors. Structured outputs, not flashier models, are what separates real, scalable media operations from demo-stage chaos. Learn why automation compatibility, schema validation, and a layered error-proof pipeline are the real future of AI in marketing and revenue teams. Skip automation theater, structure is the upgrade everyone is missing.

### OpenAI's 'Mona-Lisa-1' Image Model Surfaces in Arena

URL: https://coey.com/resources/blog/2026/08/09/openais-mona-lisa-1-image-model-surfaces-in-arena
Markdown: https://coey.com/resources/blog/2026/08/09/openais-mona-lisa-1-image-model-surfaces-in-arena.md
Published: 9 August 2026
Authors: Team COEY
Topics: AI Industry News
Summary: OpenAI appears to be testing mona lisa 1 in Arena, signaling possible image model improvements for creative workflows, automation, and production quality.

### AI Overview copy that still gets clicked

URL: https://coey.com/resources/blog/2026/08/08/how-to-build-ai-overview-content-that-gets-clicks
Markdown: https://coey.com/resources/blog/2026/08/08/how-to-build-ai-overview-content-that-gets-clicks.md
Published: 8 August 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: AI Overviews cut clicks on many queries. Build a workflow where humans define expertise and quality, and AI helps map citation opportunities, structure drafts and route risky claims to review.

### Brand Voice Is Your Anti-Slop Superpower

URL: https://coey.com/resources/blog/2026/08/08/brand-voice-is-your-anti-slop-superpower
Markdown: https://coey.com/resources/blog/2026/08/08/brand-voice-is-your-anti-slop-superpower.md
Published: 8 August 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: Brand voice fingerprints are the antidote to soulless AI slop. With automation taking over content ops, only brands who embed distinctive, measurable style into their workflows will stand out. Learn why operationalizing voice as data is the next frontier and see practical blueprints for testing, enforcing, and scaling your signature vibe.

### xAI’s Grok Image 2.0 Push Makes Aurora a Serious Marketing Workflow Contender

URL: https://coey.com/resources/blog/2026/08/08/xais-grok-image-2-0-push-makes-aurora-a-serious-marketing-workflow-contender
Markdown: https://coey.com/resources/blog/2026/08/08/xais-grok-image-2-0-push-makes-aurora-a-serious-marketing-workflow-contender.md
Published: 8 August 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Grok Image 2.0 and Aurora move AI image generation toward practical marketing workflows with stronger prompt fidelity, editing support, multimodal inputs, and API access for scalable creative production.

### OpenAI's Astra Slowdown Shows AI Automation Has a Security Ceiling

URL: https://coey.com/resources/blog/2026/08/07/openais-astra-slowdown-shows-ai-automation-has-a-security-ceiling
Markdown: https://coey.com/resources/blog/2026/08/07/openais-astra-slowdown-shows-ai-automation-has-a-security-ceiling.md
Published: 7 August 2026
Authors: Team COEY
Topics: AI Industry News
Summary: OpenAI Astra delay highlights why advanced AI automation needs access controls monitoring and human oversight before teams connect frontier models to real workflows.

### Bland Speech v3 Brings Voice Agents Closer to Prime Time

URL: https://coey.com/resources/blog/2026/08/06/bland-speech-v3-brings-voice-agents-closer-to-prime-time
Markdown: https://coey.com/resources/blog/2026/08/06/bland-speech-v3-brings-voice-agents-closer-to-prime-time.md
Published: 6 August 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Bland Speech v3 shows how AI voice is moving from demo novelty into practical automation for phone agents, customer workflows, and scalable conversations.

### Disclosure reviews that do not wait

URL: https://coey.com/resources/blog/2026/08/06/how-to-automate-ai-disclosure-reviews-a-practical-guide
Markdown: https://coey.com/resources/blog/2026/08/06/how-to-automate-ai-disclosure-reviews-a-practical-guide.md
Published: 6 August 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Learn how to automate AI disclosure review workflows for modern marketing teams. This guide covers why AI disclosure is non-optional, the practical steps to operationalize compliance, how to use AI models for classification while keeping humans in control, the best tools and systems, key guardrails, and how to avoid the most common process fails. Get actionable steps to prevent last-minute panic and make AI transparency a repeatable part of your creative operations.

### The AI Quality Crash: Content Control Loops Rise

URL: https://coey.com/resources/blog/2026/08/06/the-ai-quality-crash-content-control-loops-rise
Markdown: https://coey.com/resources/blog/2026/08/06/the-ai-quality-crash-content-control-loops-rise.md
Published: 6 August 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: AI content in marketing went from asset firehose to audience burnout. Customers spot generic AI outputs in seconds, causing brands to rethink. The new solution: content control loops, structured processes that verify quality, enforce policy, and add human review where risk matters. Success is now about explainable, credible content, not just more of it.

### Black Forest Labs FLUX 3 Moves AI Video Closer to Real Production

URL: https://coey.com/resources/blog/2026/08/05/black-forest-labs-flux-3-moves-ai-video-closer-to-real-production
Markdown: https://coey.com/resources/blog/2026/08/05/black-forest-labs-flux-3-moves-ai-video-closer-to-real-production.md
Published: 5 August 2026
Authors: Team COEY
Topics: AI Video News
Summary: Black Forest Labs FLUX 3 expands into AI video with native audio, references, keyframes, and early access workflows for creative production teams.

### Provenance on every asset that ships

URL: https://coey.com/resources/blog/2026/08/02/how-to-build-an-ai-content-provenance-workflow
Markdown: https://coey.com/resources/blog/2026/08/02/how-to-build-an-ai-content-provenance-workflow.md
Published: 2 August 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Learn how to build a reliable AI content provenance workflow that keeps your creation process trustworthy and ready for new ad and regulatory rules. This hands-on guide covers risk classification, approval layers, documentation, and how to combine AI with clear human policies, without slowing your team down. Includes schema examples, system blueprints, and operational tips in COEY's signature voice.

### Synthetic Customers: Drafts, Not Decisions for Marketers

URL: https://coey.com/resources/blog/2026/08/02/synthetic-customers-drafts-not-decisions-for-marketers
Markdown: https://coey.com/resources/blog/2026/08/02/synthetic-customers-drafts-not-decisions-for-marketers.md
Published: 2 August 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: Synthetic customers, AI-generated personas and panels, offer marketers powerful new ways to brainstorm, quickly test ideas, and simulate scenarios. But they should only be treated as draft insights, not replacements for real customer feedback. This deep dive breaks down when synthetic panels help, where they fail, and how to build decision-aligned automation pipelines that connect synthetic insight to business outcomes, not just pretty dashboards. COEY’s take: version, validate, and use synthetic input as creative fuel, but don’t let AI improvisation drive your campaigns without a human reality check.

### Alibaba's Qwen-Image-3.0 Targets Text-Heavy Visual Automation

URL: https://coey.com/resources/blog/2026/08/01/alibabas-qwen-image-3-0-targets-text-heavy-visual-automation
Markdown: https://coey.com/resources/blog/2026/08/01/alibabas-qwen-image-3-0-targets-text-heavy-visual-automation.md
Published: 1 August 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Alibaba Qwen Image 3.0 focuses on structured visual automation for infographics UI mockups localization and text heavy creative workflows.

### Google DeepMind's Gemini Robotics 2 Pushes AI Into the Physical Workflow Era

URL: https://coey.com/resources/blog/2026/07/31/google-deepminds-gemini-robotics-2-pushes-ai-into-the-physical-workflow-era
Markdown: https://coey.com/resources/blog/2026/07/31/google-deepminds-gemini-robotics-2-pushes-ai-into-the-physical-workflow-era.md
Published: 31 July 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Google DeepMind Gemini Robotics 2 moves embodied AI toward safer physical workflows with stronger planning dexterity coordination and API based automation potential.

### How Synthetic Data Pipelines Power Automation

URL: https://coey.com/resources/blog/2026/07/31/how-synthetic-data-pipelines-power-automation
Markdown: https://coey.com/resources/blog/2026/07/31/how-synthetic-data-pipelines-power-automation.md
Published: 31 July 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: Synthetic data pipelines are transforming marketing automation. No more endless human labeling or fragile prompt libraries, now you can manufacture scenarios, improve automated QA, safely scale campaigns, and future-proof your workflow. This playful but practical guide covers where synthetic data fits, how real pipelines are built, and why it is the fast path to operational maturity for AI-powered marketing.

### Refresh the pages that already rank

URL: https://coey.com/resources/blog/2026/07/31/how-to-automate-seo-content-refresh-workflows
Markdown: https://coey.com/resources/blog/2026/07/31/how-to-automate-seo-content-refresh-workflows.md
Published: 31 July 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Discover a practical workflow to automate SEO content refreshes using AI tools while keeping humans in the loop. Learn to identify high-impact pages, set up governance guardrails, and measure performance improvements. This guide covers technical stack, risk management, and system design for safe, efficient content updates that boost search performance and editorial quality.

### Rent Opus 5 for ugly tickets. Keep Kokoro

URL: https://coey.com/resources/blog/2026/07/31/what-july-2026-opened-for-production
Markdown: https://coey.com/resources/blog/2026/07/31/what-july-2026-opened-for-production.md
Published: 31 July 2026
Authors: Team COEY
Topics: AI LLM News
Software: groundslate
Summary: Claude Opus 5 becomes the daily-driver brain you can leave on a long job. Kokoro-82M keeps a local mouth on the desk. Seedance 2.5 wants a thirty second hosted story. The month is about judgment you rent and a voice you can keep.

### MiniMax Hailuo 3 Shows Why AI Video Is Entering Its Workflow Era

URL: https://coey.com/resources/blog/2026/07/30/minimax-hailuo-3-shows-why-ai-video-is-entering-its-workflow-era
Markdown: https://coey.com/resources/blog/2026/07/30/minimax-hailuo-3-shows-why-ai-video-is-entering-its-workflow-era.md
Published: 30 July 2026
Authors: Team COEY
Topics: AI Video News
Summary: MiniMax Hailuo 3 highlights the shift from impressive AI video demos to practical creative workflows with automation, review systems, native audio potential, and production ready API planning.

### Competitive briefs on a clock

URL: https://coey.com/resources/blog/2026/07/29/how-to-automate-competitive-intelligence-briefs-with-ai
Markdown: https://coey.com/resources/blog/2026/07/29/how-to-automate-competitive-intelligence-briefs-with-ai.md
Published: 29 July 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Discover how to automate competitive intelligence briefs using AI. Learn to turn market noise into actionable, high-quality insights for your team. Get a step-by-step workflow (with guardrails!) so you can ditch the chaos and finally have competitive research that works at the speed your business needs.

### LLM Control Planes: The Secret to Scalable AI Ops

URL: https://coey.com/resources/blog/2026/07/29/llm-control-planes-the-secret-to-scalable-ai-ops
Markdown: https://coey.com/resources/blog/2026/07/29/llm-control-planes-the-secret-to-scalable-ai-ops.md
Published: 29 July 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: AI-driven marketing automation is no longer about a flashy demo or fancy prompt hacks. The real competitive edge now comes from building an LLM control plane: a smart, structured ops layer that governs, routes, and evaluates every AI touchpoint in your go-to-market engine. Learn why every modern marketing team needs this backbone, plus the five essential pillars and actionable building blocks for safer, scalable, cost-controlled AI automation.

### Moonshot AI's Kimi K3 Pushes Open-Weight AI Into Frontier Territory

URL: https://coey.com/resources/blog/2026/07/29/moonshot-ais-kimi-k3-pushes-open-weight-ai-into-frontier-territory
Markdown: https://coey.com/resources/blog/2026/07/29/moonshot-ais-kimi-k3-pushes-open-weight-ai-into-frontier-territory.md
Published: 29 July 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Moonshot AI releases Kimi K3 as a massive open weight mixture of experts model built for long context, multimodal work, private deployment, and enterprise automation.

### OpenAI Splits Speech-to-Text for Live and Batch AI Workflows

URL: https://coey.com/resources/blog/2026/07/28/openai-splits-speech-to-text-for-live-and-batch-ai-workflows
Markdown: https://coey.com/resources/blog/2026/07/28/openai-splits-speech-to-text-for-live-and-batch-ai-workflows.md
Published: 28 July 2026
Authors: Team COEY
Topics: AI Audio News
Summary: OpenAI is separating realtime and batch speech to text workflows, giving teams clearer options for live captions, voice agents, recorded content, summaries, automation, and searchable audio intelligence.

### Claude Opus 5 Turns Long Context Into Workflow Muscle

URL: https://coey.com/resources/blog/2026/07/27/claude-opus-5-turns-long-context-into-workflow-muscle
Markdown: https://coey.com/resources/blog/2026/07/27/claude-opus-5-turns-long-context-into-workflow-muscle.md
Published: 27 July 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Claude Opus 5 brings a 1 million token context window, API access, and premium reasoning to automation workflows that need deeper context, smarter routing, and human review.

### Handoff scores sales will actually trust

URL: https://coey.com/resources/blog/2026/07/09/how-to-automate-sales-handoff-scoring-sales-will-trust
Markdown: https://coey.com/resources/blog/2026/07/09/how-to-automate-sales-handoff-scoring-sales-will-trust.md
Published: 9 July 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Learn how to automate sales handoff scoring in a way your sales team will actually trust. This guide covers AI-assisted workflows, the right blend of human and machine decision-making, core system guardrails, essential tools, and how to keep the whole process clear, auditable, and conversion-focused, without accidentally automating chaos.

### Meta's Muse Spark 1.1 Pushes AI Agents Toward Real Workflows

URL: https://coey.com/resources/blog/2026/07/09/metas-muse-spark-1-1-pushes-ai-agents-toward-real-workflows
Markdown: https://coey.com/resources/blog/2026/07/09/metas-muse-spark-1-1-pushes-ai-agents-toward-real-workflows.md
Published: 9 July 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Meta Muse Spark 1.1 brings developer API access, stronger coding, longer context, and agentic workflow potential for teams building practical AI automation.

### Why Provenance Is the New Marketing Must-Have

URL: https://coey.com/resources/blog/2026/07/09/why-provenance-is-the-new-marketing-must-have
Markdown: https://coey.com/resources/blog/2026/07/09/why-provenance-is-the-new-marketing-must-have.md
Published: 9 July 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: The marketing trust game just got tougher as asset velocity explodes and platforms, regulators, and customers all demand proof, not just promises. Explore why content provenance is now a must-have, how tech like content credentials and watermarking create layered defense, and what marketers must automate (and never automate) to stay audit-ready, meme-proof, and ahead of creative chaos.

### OpenAI’s GPT-Live Turns ChatGPT Voice Into a Real-Time Creative Partner

URL: https://coey.com/resources/blog/2026/07/08/openais-gpt-live-turns-chatgpt-voice-into-a-real-time-creative-partner
Markdown: https://coey.com/resources/blog/2026/07/08/openais-gpt-live-turns-chatgpt-voice-into-a-real-time-creative-partner.md
Published: 8 July 2026
Authors: Team COEY
Topics: AI Audio News
Summary: OpenAI GPT Live brings full duplex voice to ChatGPT, making conversations faster, more interruptible, and more useful for creative collaboration, live planning, translation, and early voice driven workflows.

### Meta Debuts Muse Image for Instagram and WhatsApp

URL: https://coey.com/resources/blog/2026/07/07/meta-debuts-muse-image-for-instagram-and-whatsapp
Markdown: https://coey.com/resources/blog/2026/07/07/meta-debuts-muse-image-for-instagram-and-whatsapp.md
Published: 7 July 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Meta introduces Muse Image, an in house AI image generation model for Meta AI, Instagram, and WhatsApp, signaling a shift toward embedded creative automation inside social workflows.

### Why LLM Routers Are Marketing’s New Backbone

URL: https://coey.com/resources/blog/2026/07/07/why-llm-routers-are-marketings-new-backbone
Markdown: https://coey.com/resources/blog/2026/07/07/why-llm-routers-are-marketings-new-backbone.md
Published: 7 July 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: Marketing automation just got real: the era of LLM routers means you need a smart control layer to govern cost, risk, and outputs, no more relying on a single model. See how routers structure workflows, catch costly failures, and let you automate at scale without sacrificing reliability or compliance.

### Win-back campaigns that run themselves

URL: https://coey.com/resources/blog/2026/07/07/how-to-automate-ai-win-back-campaigns
Markdown: https://coey.com/resources/blog/2026/07/07/how-to-automate-ai-win-back-campaigns.md
Published: 7 July 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Learn how to automate AI-powered win-back campaigns without falling into robotic spam. This guide breaks down why most retention efforts flop, how to fix the system using smart orchestration tools like n8n, and exactly where humans and AI each add the most value. Discover workflows, guardrails, and practical tactics to recover lapsed customers while keeping your CRM, and your brand, fresh.

### Claude Fable 5 Is Back, With a Credit Meter Attached

URL: https://coey.com/resources/blog/2026/07/06/claude-fable-5-is-back-with-a-credit-meter-attached
Markdown: https://coey.com/resources/blog/2026/07/06/claude-fable-5-is-back-with-a-credit-meter-attached.md
Published: 6 July 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Claude Fable 5 has returned globally with credit based usage, making model routing, API automation, and AI FinOps more important for teams using premium AI.

### Ad QA before the line ships

URL: https://coey.com/resources/blog/2026/07/05/how-to-build-an-ai-ad-qa-workflow
Markdown: https://coey.com/resources/blog/2026/07/05/how-to-build-an-ai-ad-qa-workflow.md
Published: 5 July 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Build an AI-powered ad quality assurance workflow that reduces chaos, improves compliance, and saves time for your marketing team. Get a clear blueprint for orchestrating the perfect handoff between humans and automation in ad review.

### LongCat 2.0 Pushes Open-Source AI Toward Million-Token Workflows

URL: https://coey.com/resources/blog/2026/07/05/longcat-2-0-pushes-open-source-ai-toward-million-token-workflows
Markdown: https://coey.com/resources/blog/2026/07/05/longcat-2-0-pushes-open-source-ai-toward-million-token-workflows.md
Published: 5 July 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Meituan LongCat 2.0 brings million token context, open source LLM access, and agentic coding capability closer to practical business workflow automation.

### Programmatic Marketing Needs Guardrails, Not More Agents

URL: https://coey.com/resources/blog/2026/07/05/programmatic-marketing-needs-guardrails-not-more-agents
Markdown: https://coey.com/resources/blog/2026/07/05/programmatic-marketing-needs-guardrails-not-more-agents.md
Published: 5 July 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: AI agents are everywhere in martech, but rushing to stack more isn’t the answer. The winners build smart control planes: decision loops, guardrails, and policy-first orchestration that make real-time marketing work without turning everything to chaos. Learn practical steps for making agents your ace, not your problem.

### SeFi-Image Pushes Efficient Image Models Into the Open

URL: https://coey.com/resources/blog/2026/07/04/sefi-image-pushes-efficient-image-models-into-the-open
Markdown: https://coey.com/resources/blog/2026/07/04/sefi-image-pushes-efficient-image-models-into-the-open.md
Published: 4 July 2026
Authors: Team COEY
Topics: AI Industry News
Summary: SeFi Image brings efficient open image model research into focus for creative automation teams, with stronger control, faster experimentation, and important licensing limits.

### CRM personalization without losing the plot

URL: https://coey.com/resources/blog/2026/07/03/how-to-automate-crm-personalization-with-control
Markdown: https://coey.com/resources/blog/2026/07/03/how-to-automate-crm-personalization-with-control.md
Published: 3 July 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: A clever guide for marketers on automating CRM personalization using human-in-the-loop systems with AI and n8n, while keeping brand voice, compliance, and oversight intact. Covers common pitfalls, tech stack setup, core workflow blueprint, and key measurement metrics. Stay smart, stay in control, and avoid the chaos of unchecked automation.

### Kokoro-82M Makes Local AI Voice Practical

URL: https://coey.com/resources/blog/2026/07/03/kokoro-82m-makes-local-ai-voice-practical
Markdown: https://coey.com/resources/blog/2026/07/03/kokoro-82m-makes-local-ai-voice-practical.md
Published: 3 July 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Kokoro 82M brings local open weight text to speech into practical creative workflows with fast private narration lower iteration cost and automation potential for content teams.

### Why Your AI Marketing Memory Matters

URL: https://coey.com/resources/blog/2026/07/03/why-your-ai-marketing-memory-matters
Markdown: https://coey.com/resources/blog/2026/07/03/why-your-ai-marketing-memory-matters.md
Published: 3 July 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: AI-powered marketing fails when memory is fragmented across channels and platforms. The real breakthrough is not more agents or larger models, but creating a layer for consistent, reliable memory, sharing identity, intent, and policy across every touchpoint. Learn how modern automation demands smarter context, and why marketers must build strong memory infrastructure for scalable, mistake-free campaigns.

### Claude Sonnet 5 Moves AI From Chat to Workflow

URL: https://coey.com/resources/blog/2026/07/02/claude-sonnet-5-moves-ai-from-chat-to-workflow
Markdown: https://coey.com/resources/blog/2026/07/02/claude-sonnet-5-moves-ai-from-chat-to-workflow.md
Published: 2 July 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Anthropic introduces Claude Sonnet 5 as a more agentic model built for coding, marketing operations, research, and workflow automation across real business systems.

### Alibaba’s HappyHorse 1.1 Makes AI Video Speak

URL: https://coey.com/resources/blog/2026/07/01/alibabas-happyhorse-1-1-makes-ai-video-speak
Markdown: https://coey.com/resources/blog/2026/07/01/alibabas-happyhorse-1-1-makes-ai-video-speak.md
Published: 1 July 2026
Authors: Team COEY
Topics: AI Video News
Summary: HappyHorse 1.1 brings native audio, multilingual lip sync, reference control, and API access to AI video workflows for faster campaign localization and creative automation.

### Route every brief before anyone writes

URL: https://coey.com/resources/blog/2026/07/01/how-to-build-an-ai-brief-routing-system
Markdown: https://coey.com/resources/blog/2026/07/01/how-to-build-an-ai-brief-routing-system.md
Published: 1 July 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Discover how to build an AI-powered brief routing system that can take messy campaign requests and transform them into structured, review-ready briefs. Learn the blueprint for combining automation, best practices, and a human-in-the-loop workflow to streamline creative operations without losing your team's voice or strategy. Explore practical steps, safeguards, and the right tools to make content production faster, smarter, and way less chaotic.

### Why Machine Readable Truth Wins Agentic Commerce

URL: https://coey.com/resources/blog/2026/07/01/why-machine-readable-truth-wins-agentic-commerce
Markdown: https://coey.com/resources/blog/2026/07/01/why-machine-readable-truth-wins-agentic-commerce.md
Published: 1 July 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Agentic commerce is here, and your competitors already have robots shopping their sites. Winning in this new game means turning machine readable truth into your strongest brand asset. Forget optimizing for human browsers alone. To succeed, brands must structure, audit, and automate accurate data, policies, and content. From UI agent reliability to licensing for automation to building hybrid workflows, this guide covers the playbook for thriving when AIs, not people, run the funnel. Get ready to outsmart the bots by making your truth pipeline friendly, loggable, and agent-ready.

### Gemini Omni Flash Makes AI Video More Workflow-Native

URL: https://coey.com/resources/blog/2026/06/30/gemini-omni-flash-makes-ai-video-more-workflow-native
Markdown: https://coey.com/resources/blog/2026/06/30/gemini-omni-flash-makes-ai-video-more-workflow-native.md
Published: 30 June 2026
Authors: Team COEY
Topics: AI Video News
Summary: Google Gemini Omni Flash brings short form AI video generation closer to real creative workflows with conversational editing, multimodal inputs, and API access for faster drafts and revisions.

### Gemma 12B sees and hears on your laptop

URL: https://coey.com/resources/blog/2026/06/30/what-june-2026-opened-for-production
Markdown: https://coey.com/resources/blog/2026/06/30/what-june-2026-opened-for-production.md
Published: 30 June 2026
Authors: Team COEY
Topics: AI Open Source
Software: groundslate
Summary: Gemma 4 12B puts a seeing, hearing Apache model on a laptop. JoyAI-Echo tries to hold a story across shots. Cosmos 3 opens a world model for physical work. LTX Trainer lets you teach the local film. Hosted video got longer. Custody still lives on your metal.

### Alibaba’s Qwen-Image-Agent Tackles the Prompt Gap

URL: https://coey.com/resources/blog/2026/06/29/alibabas-qwen-image-agent-tackles-the-prompt-gap
Markdown: https://coey.com/resources/blog/2026/06/29/alibabas-qwen-image-agent-tackles-the-prompt-gap.md
Published: 29 June 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Alibaba Qwen Image Agent points to a more practical future for AI image generation by adding planning, search, memory, feedback, and context aware workflows before assets are produced.

### Traffic that comes from AI assistants

URL: https://coey.com/resources/blog/2026/06/29/how-to-track-and-respond-to-ai-assistant-traffic
Markdown: https://coey.com/resources/blog/2026/06/29/how-to-track-and-respond-to-ai-assistant-traffic.md
Published: 29 June 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Learn how to track AI assistant-originated traffic and automate content responses in your workflow. This practical guide covers GA4's new AI Assistant channel, how to segment and analyze AI-driven sessions, set up guardrails, and loop in human review. Perfect for marketers ready to turn AI data into actionable content strategies without losing brand control.

### Why Your AI Stack Needs an Audience Graph

URL: https://coey.com/resources/blog/2026/06/29/why-your-ai-stack-needs-an-audience-graph
Markdown: https://coey.com/resources/blog/2026/06/29/why-your-ai-stack-needs-an-audience-graph.md
Published: 29 June 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: Modern AI-powered marketing tools are only as smart as the data they handle. Without a clean, connected audience graph that resolves identities, permissions, and activity signals, automations go off the rails fast. Learn why an identity-resolved audience graph is the critical foundation for scalable, compliant, and effective content, sales, and lifecycle automation. Covers practical models, real-world pitfalls, and a quickstart playbook to get your stack future-proof, not just fashionable.

### OpenAI's GPT-5.6 Preview Turns Model Choice Into Workflow Strategy

URL: https://coey.com/resources/blog/2026/06/28/openais-gpt-5-6-preview-turns-model-choice-into-workflow-strategy
Markdown: https://coey.com/resources/blog/2026/06/28/openais-gpt-5-6-preview-turns-model-choice-into-workflow-strategy.md
Published: 28 June 2026
Authors: Team COEY
Topics: AI LLM News
Summary: OpenAI previews GPT 5.6 Sol Terra and Luna, showing how model choice is becoming a practical workflow strategy for enterprise automation, coding, research, and content operations.

### Claude Mythos 5 Returns Under Lock and Key

URL: https://coey.com/resources/blog/2026/06/27/claude-mythos-5-returns-under-lock-and-key
Markdown: https://coey.com/resources/blog/2026/06/27/claude-mythos-5-returns-under-lock-and-key.md
Published: 27 June 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Claude Mythos 5 returns for approved U.S. institutions, showing how frontier AI access now depends on governance, compliance, auditability, and trusted enterprise workflows.

### ByteDance's Seedance 2.5 Pushes AI Video Toward Longer, Workflow-Ready Clips

URL: https://coey.com/resources/blog/2026/06/25/bytedances-seedance-2-5-pushes-ai-video-toward-longer-workflow-ready-clips
Markdown: https://coey.com/resources/blog/2026/06/25/bytedances-seedance-2-5-pushes-ai-video-toward-longer-workflow-ready-clips.md
Published: 25 June 2026
Authors: Team COEY
Topics: AI Video News
Summary: ByteDance Seedance 2.5 points AI video toward longer clips, stronger workflow controls, and more practical creative automation for marketing teams.

### Google Gemini 3.5 Flash Gets Native Computer Use

URL: https://coey.com/resources/blog/2026/06/25/google-gemini-3-5-flash-gets-native-computer-use
Markdown: https://coey.com/resources/blog/2026/06/25/google-gemini-3-5-flash-gets-native-computer-use.md
Published: 25 June 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Google Gemini 3.5 Flash adds native computer use, giving teams a clearer path to automate interface based workflows with API access, reasoning, and safer agent controls.

### Voice left the booth for a billable API

URL: https://coey.com/resources/blog/2026/05/31/what-may-2026-opened-for-production
Markdown: https://coey.com/resources/blog/2026/05/31/what-may-2026-opened-for-production.md
Published: 31 May 2026
Authors: Team COEY
Topics: AI Audio News
Software: groundslate
Summary: OpenAI's Realtime stack went generally available, so a voice agent can sit on a number you can forecast. GPT-Realtime-2, a translate model, and Whisper in the same family. Mistral Medium 3.5 is the open-weight brain beside it. The month is about talking systems, not prettier clips.

### Microsoft’s MAI-Image-2 Gets Serious About Real Work

URL: https://coey.com/resources/blog/2026/05/09/microsofts-mai-image-2-gets-serious-about-real-work
Markdown: https://coey.com/resources/blog/2026/05/09/microsofts-mai-image-2-gets-serious-about-real-work.md
Published: 9 May 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Microsoft’s MAI-Image-2 arrives in Foundry with stronger photorealism, better prompt adherence, and improved text rendering inside images. The bigger win is the API and deployment story: a callable model that can be governed, scaled, and embedded into real workflows. With MAI-Image-2-Efficient aimed at lower cost and higher throughput, Microsoft is positioning image generation as production infrastructure, not a demo toy.

### OpenAI’s GPT-Realtime-2 Push Makes Voice Agents More Operational

URL: https://coey.com/resources/blog/2026/05/08/openais-gpt-realtime-2-push-makes-voice-agents-more-operational
Markdown: https://coey.com/resources/blog/2026/05/08/openais-gpt-realtime-2-push-makes-voice-agents-more-operational.md
Published: 8 May 2026
Authors: Team COEY
Topics: AI Audio News
Summary: OpenAI introduced GPT-Realtime-2 plus Realtime Translate and Realtime Whisper, shifting voice AI from demo to deployable infrastructure. The bigger win is API access: live conversation, speech translation, and streaming transcription become programmable workflow layers for support, sales, localization, and content operations. Improvements like interruption handling and better tool use raise the floor for practical voice automation, while pricing and orchestration still require planning.

### xAI Grok 4.3 Pushes Into Long-Context Ops With 1M Tokens and API Access

URL: https://coey.com/resources/blog/2026/05/07/xai-grok-4-3-pushes-into-long-context-ops-with-1m-tokens-and-api-access
Markdown: https://coey.com/resources/blog/2026/05/07/xai-grok-4-3-pushes-into-long-context-ops-with-1m-tokens-and-api-access.md
Published: 7 May 2026
Authors: Team COEY
Topics: AI LLM News
Summary: xAI introduces Grok 4.3 with a 1,000,000 token context window, API access, tool calling, and pricing aimed at real operational throughput. Learn what long context enables for research, content ops, compliance, and knowledge workflows, plus what to watch before rolling it into production systems.

### Google’s Gemini “Omni” Leak Signals Video Is Moving Into the Assistant Layer

URL: https://coey.com/resources/blog/2026/05/06/googles-gemini-omni-leak-signals-video-is-moving-into-the-assistant-layer
Markdown: https://coey.com/resources/blog/2026/05/06/googles-gemini-omni-leak-signals-video-is-moving-into-the-assistant-layer.md
Published: 6 May 2026
Authors: Team COEY
Topics: AI Video News
Summary: Leaked UI screenshots suggest Google may add native video generation to Gemini via an Omni powered video tab. If true, it shifts AI video from a standalone tool into the assistant workflow layer, reducing handoff friction for marketing and creative teams. Key questions remain on quality, controls, and whether Omni will have an API path beyond the app.

### OpenAI’s GPT-5.5 Instant Is Here, and the Real Upgrade Is Workflow Speed With Fewer Weird Moments

URL: https://coey.com/resources/blog/2026/05/05/openais-gpt-5-5-instant-is-here-and-the-real-upgrade-is-workflow-speed-with-fewer-weird-moments
Markdown: https://coey.com/resources/blog/2026/05/05/openais-gpt-5-5-instant-is-here-and-the-real-upgrade-is-workflow-speed-with-fewer-weird-moments.md
Published: 5 May 2026
Authors: Team COEY
Topics: AI LLM News
Summary: OpenAI’s GPT-5.5 Instant replaces GPT-5.3 Instant in ChatGPT with faster, cleaner day to day outputs, fewer hallucinations, and stronger use of context, memory, files, and connected tools. It also reaches the API via the chat-latest alias, making it more viable for real workflows while still requiring review for high stakes work.

### Google Pushes Gemini 3.1 Ultra to 2M Tokens, and That Changes the Workflow Math

URL: https://coey.com/resources/blog/2026/05/04/google-pushes-gemini-3-1-ultra-to-2m-tokens-and-that-changes-the-workflow-math
Markdown: https://coey.com/resources/blog/2026/05/04/google-pushes-gemini-3-1-ultra-to-2m-tokens-and-that-changes-the-workflow-math.md
Published: 4 May 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Google’s Gemini 3.1 Ultra reportedly expands multimodal workflows with up to a 2 million token context window, structured outputs, and unified reasoning across text, images, audio, and video. The bigger win is less chunking and fewer handoffs, making large campaigns, asset libraries, and cross media analysis easier to automate through the Gemini API, AI Studio, and Vertex AI.

### Mistral Medium 3.5 Wants to Be the Open Agent Model Adults Can Actually Deploy

URL: https://coey.com/resources/blog/2026/05/03/mistral-medium-3-5-wants-to-be-the-open-agent-model-adults-can-actually-deploy
Markdown: https://coey.com/resources/blog/2026/05/03/mistral-medium-3-5-wants-to-be-the-open-agent-model-adults-can-actually-deploy.md
Published: 3 May 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Mistral Medium 3.5 pairs a 128B open weight model with a 256K context window and an agent layer designed for real workflows. With Work Mode in Le Chat, remote agents in Vibe, and API access, teams can move from chat output to task execution while keeping options for self hosting and tighter control.

### Google’s Veo 3.1 Lite hits Vertex AI

URL: https://coey.com/resources/blog/2026/05/02/googles-veo-3-1-lite-hits-vertex-ai
Markdown: https://coey.com/resources/blog/2026/05/02/googles-veo-3-1-lite-hits-vertex-ai.md
Published: 2 May 2026
Authors: Team COEY
Topics: AI Video News
Summary: Google’s Veo 3.1 Lite arrives on Vertex AI, pairing lower cost video generation with an upscale to 4K path. The result is a draft first workflow: generate many variants fast, pick winners, then enhance only what earns it. With API access and cloud governance, AI video shifts from flashy demo to scalable production for marketing and ops teams.

### NVIDIA Nemotron 3 Nano Omni Makes Multimodal AI More Operational

URL: https://coey.com/resources/blog/2026/05/01/nvidia-nemotron-3-nano-omni-makes-multimodal-ai-more-operational
Markdown: https://coey.com/resources/blog/2026/05/01/nvidia-nemotron-3-nano-omni-makes-multimodal-ai-more-operational.md
Published: 1 May 2026
Authors: Team COEY
Topics: AI LLM News
Summary: NVIDIA Nemotron 3 Nano Omni is an open multimodal reasoning model designed to handle text, images, audio, and video in a single workflow path. With open checkpoints, long context, and API access via NVIDIA NIM, it is positioned for operational automation in creative ops, marketing, and document heavy teams.

### Gemma 4 puts Apache agents on the desk

URL: https://coey.com/resources/blog/2026/04/30/what-april-2026-opened-for-production
Markdown: https://coey.com/resources/blog/2026/04/30/what-april-2026-opened-for-production.md
Published: 30 April 2026
Authors: Team COEY
Topics: AI Open Source
Software: groundslate
Summary: Gemma 4 puts an Apache agent on a laptop and a cluster. Nemotron 3 Nano Omni adds eyes and ears to the small NVIDIA stack. Kimi K2.6 is the open-weight cousin. Hosted video got louder. The useful work is still the model you can leave on a desk.

### NVIDIA’s Nemotron-3-Nano-Omni Makes Multimodal AI More Operational

URL: https://coey.com/resources/blog/2026/04/30/nvidias-nemotron-3-nano-omni-makes-multimodal-ai-more-operational
Markdown: https://coey.com/resources/blog/2026/04/30/nvidias-nemotron-3-nano-omni-makes-multimodal-ai-more-operational.md
Published: 30 April 2026
Authors: Team COEY
Topics: AI Industry News
Summary: NVIDIA’s Nemotron 3 Nano Omni is an open multimodal reasoning model built for real workflows, combining text, image, audio, and video understanding with long context, open checkpoints, and practical deployment options through NVIDIA NIM and self hosted runtimes.

### Alibaba’s HappyHorse 1.0 Makes AI Video More Workflow-Ready

URL: https://coey.com/resources/blog/2026/04/29/alibabas-happyhorse-1-0-makes-ai-video-more-workflow-ready
Markdown: https://coey.com/resources/blog/2026/04/29/alibabas-happyhorse-1-0-makes-ai-video-more-workflow-ready.md
Published: 29 April 2026
Authors: Team COEY
Topics: AI Video News
Summary: Alibaba’s HappyHorse 1.0 adds a practical upgrade to AI video: generating video and synced audio together, with stronger continuity and developer-facing access via partner platforms. The shift is less about flashy demos and more about workflow-ready creation that can be automated, routed for review, and scaled for short-form marketing production.

### Meta’s AI Business Assistant Goes Global

URL: https://coey.com/resources/blog/2026/04/28/metas-ai-business-assistant-goes-global
Markdown: https://coey.com/resources/blog/2026/04/28/metas-ai-business-assistant-goes-global.md
Published: 28 April 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Meta is expanding its AI Business Assistant globally, embedding conversational analysis, troubleshooting, and optimization guidance directly inside Ads Manager and Business Support Home. The move targets ad operations pain points like performance diagnostics, billing issues, policy blocks, and support delays, aiming to reduce friction and speed decisions. Early beta claims point to improved cost per result and higher issue resolution, but the bigger story is workflow compression inside the platform. For now, the assistant is operator-ready in the UI, not an open API layer for broader automation.

### Adobe Firefly AI Assistant Turns Creative Cloud Into a Workflow Engine

URL: https://coey.com/resources/blog/2026/04/27/adobe-firefly-ai-assistant-turns-creative-cloud-into-a-workflow-engine
Markdown: https://coey.com/resources/blog/2026/04/27/adobe-firefly-ai-assistant-turns-creative-cloud-into-a-workflow-engine.md
Published: 27 April 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Adobe’s Firefly AI Assistant enters public beta as a conversational layer that coordinates multi step creative workflows across Creative Cloud apps. Here is what it can do today, why marketers should care, and where automation is still limited without an external assistant API.

### Alibaba’s Qwen-Image-2.0-Pro Wants to Make AI Typography Actually Usable

URL: https://coey.com/resources/blog/2026/04/26/alibabas-qwen-image-2-0-pro-wants-to-make-ai-typography-actually-usable
Markdown: https://coey.com/resources/blog/2026/04/26/alibabas-qwen-image-2-0-pro-wants-to-make-ai-typography-actually-usable.md
Published: 26 April 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Alibaba’s Qwen-Image-2.0-Pro aims to make image generation usable for marketing by improving typography, layout consistency, and multilingual text rendering while supporting both generation and editing via API-ready workflows.

### DeepSeek V4 Brings 1M-Context Open Weights Into the Automation Race

URL: https://coey.com/resources/blog/2026/04/25/deepseek-v4-brings-1m-context-open-weights-into-the-automation-race
Markdown: https://coey.com/resources/blog/2026/04/25/deepseek-v4-brings-1m-context-open-weights-into-the-automation-race.md
Published: 25 April 2026
Authors: Team COEY
Topics: AI LLM News
Summary: DeepSeek’s V4 open weight models bring a 1,000,000 token context window to automation teams with API access, MIT licensing, and MoE efficiency, making long document and agent workflows more practical to deploy and self host.

### GPT-5.5 Pushes OpenAI Deeper Into Real Agent Work

URL: https://coey.com/resources/blog/2026/04/24/gpt-5-5-pushes-openai-deeper-into-real-agent-work
Markdown: https://coey.com/resources/blog/2026/04/24/gpt-5-5-pushes-openai-deeper-into-real-agent-work.md
Published: 24 April 2026
Authors: Team COEY
Topics: AI LLM News
Summary: OpenAI’s GPT-5.5 and GPT-5.5 Pro signal a shift from better answers to better task execution. With stronger tool use, improved coding, and live API access, the model is designed for multi step workflows that still benefit from human oversight.

### Kling AI Brings Native 4K to Video 3.0

URL: https://coey.com/resources/blog/2026/04/23/kling-ai-brings-native-4k-to-video-3-0
Markdown: https://coey.com/resources/blog/2026/04/23/kling-ai-brings-native-4k-to-video-3-0.md
Published: 23 April 2026
Authors: Team COEY
Topics: AI Video News
Summary: Kling AI adds native 4K generation to Kling Video 3.0, improving edit tolerance, reuse across channels, and workflow viability for marketing teams. The upgrade reduces reliance on upscaling and supports more reliable masters for paid social, variants, and automation via API.

### Moonshot AI’s Kimi K2.6 Pushes Open Models Closer to Real Agent Work

URL: https://coey.com/resources/blog/2026/04/22/moonshot-ais-kimi-k2-6-pushes-open-models-closer-to-real-agent-work
Markdown: https://coey.com/resources/blog/2026/04/22/moonshot-ais-kimi-k2-6-pushes-open-models-closer-to-real-agent-work.md
Published: 22 April 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Moonshot AI released Kimi K2.6, an open-weights MoE model designed for agent-style, multi-step automation. With long context, hosted API access, and self-hosting options, it looks less like a chatbot update and more like deployable infrastructure for real workflows.

### ChatGPT Images 2.0 Pushes AI Visuals Closer to Real Workflow Territory

URL: https://coey.com/resources/blog/2026/04/21/chatgpt-images-2-0-pushes-ai-visuals-closer-to-real-workflow-territory
Markdown: https://coey.com/resources/blog/2026/04/21/chatgpt-images-2-0-pushes-ai-visuals-closer-to-real-workflow-territory.md
Published: 21 April 2026
Authors: Team COEY
Topics: AI LLM News
Summary: OpenAI’s ChatGPT Images 2.0 upgrades image generation where it matters for real work: better text rendering, stronger layout control, tighter in-chat editing, and clearer paths to automation via the API. The result is a more practical system for marketers and creative teams producing repeatable assets, with ongoing need for human review and governance.

### OpenAI’s Agents SDK Gets Sandboxed Workspaces, and That’s a Big Deal for Real Automation

URL: https://coey.com/resources/blog/2026/04/20/openais-agents-sdk-gets-sandboxed-workspaces-and-thats-a-big-deal-for-real-automation
Markdown: https://coey.com/resources/blog/2026/04/20/openais-agents-sdk-gets-sandboxed-workspaces-and-thats-a-big-deal-for-real-automation.md
Published: 20 April 2026
Authors: Team COEY
Topics: AI Industry News
Summary: OpenAI expanded its Agents SDK with native sandboxed workspaces that let teams run agent code in isolated, permissioned environments. Manifest-based setup, session persistence, and snapshot resume features make automation safer, more governable, and easier to integrate into real business workflows across marketing, ops, analytics, and content systems.

### NVIDIA Lyra 2.0 Turns One Image Into a Walkable 3D World

URL: https://coey.com/resources/blog/2026/04/19/nvidia-lyra-2-0-turns-one-image-into-a-walkable-3d-world
Markdown: https://coey.com/resources/blog/2026/04/19/nvidia-lyra-2-0-turns-one-image-into-a-walkable-3d-world.md
Published: 19 April 2026
Authors: Team COEY
Topics: AI Industry News
Summary: NVIDIA Lyra 2.0 turns a single image into an explorable 3D environment with camera guided navigation and exportable 3D representations like Gaussian splats and meshes. It signals a shift from passive AI media to reusable worlds that can support previs, interactive concepts, and simulation workflows, though product grade API access still looks early.

### Anthropic Introduces Claude Opus 4.7: Reliability Becomes the Product

URL: https://coey.com/resources/blog/2026/04/18/anthropic-introduces-claude-opus-4-7-reliability-becomes-the-product
Markdown: https://coey.com/resources/blog/2026/04/18/anthropic-introduces-claude-opus-4-7-reliability-becomes-the-product.md
Published: 18 April 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Anthropic’s Claude Opus 4.7 shifts the conversation from demos to deployable reliability with output verification, a new xhigh effort tier, beta task budgets, higher resolution vision, and deeper review in Claude Code. The update targets the real blockers to automation at scale: trust, predictable cost, and workflow governance.

### Anthropic has introduced Claude Design as a research preview

URL: https://coey.com/resources/blog/2026/04/17/anthropic-has-introduced-claude-design-as-a-research-preview
Markdown: https://coey.com/resources/blog/2026/04/17/anthropic-has-introduced-claude-design-as-a-research-preview.md
Published: 17 April 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Anthropic is previewing Claude Design, a chat based creation surface that turns prompts and references into draft decks, one pagers, docs, and concepts. The key value is faster structured first drafts that export into real team tools, even if full automation via a dedicated API is not here yet.

### Baidu’s ERNIE-Image Looks Like More Than Another Pretty Model Drop

URL: https://coey.com/resources/blog/2026/04/16/baidus-ernie-image-looks-like-more-than-another-pretty-model-drop
Markdown: https://coey.com/resources/blog/2026/04/16/baidus-ernie-image-looks-like-more-than-another-pretty-model-drop.md
Published: 16 April 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Baidu’s open weight ERNIE Image targets real commercial creative work with stronger text rendering, layout control, and a self hostable footprint that may fit production workflows.

### ByteDance Opens Seedance 2.0 to Developers, and That Changes the AI Video Conversation

URL: https://coey.com/resources/blog/2026/04/15/bytedance-opens-seedance-2-0-to-developers-and-that-changes-the-ai-video-conversation
Markdown: https://coey.com/resources/blog/2026/04/15/bytedance-opens-seedance-2-0-to-developers-and-that-changes-the-ai-video-conversation.md
Published: 15 April 2026
Authors: Team COEY
Topics: AI Video News
Summary: ByteDance opens Seedance 2.0 via its enterprise AI surfaces, giving agencies and brands programmable access to a top AI video model.

### OpenAI has released gpt-oss-20b and gpt-oss-120b

URL: https://coey.com/resources/blog/2026/04/14/openai-has-released-gpt-oss-20b-and-gpt-oss-120b
Markdown: https://coey.com/resources/blog/2026/04/14/openai-has-released-gpt-oss-20b-and-gpt-oss-120b.md
Published: 14 April 2026
Authors: Team COEY
Topics: AI LLM News
Summary: OpenAI releases gpt-oss-20b and gpt-oss-120b, its first open-weight models since GPT-2. What agencies and brands can actually build with them.

### OpenAI’s Image Model Grows Up: Better Text, Real API, Real Workflow Potential

URL: https://coey.com/resources/blog/2026/04/13/openais-image-model-grows-up-better-text-real-api-real-workflow-potential
Markdown: https://coey.com/resources/blog/2026/04/13/openais-image-model-grows-up-better-text-real-api-real-workflow-potential.md
Published: 13 April 2026
Authors: Team COEY
Topics: AI Industry News
Summary: OpenAI's image model now handles typography, layouts, and edits via a real API. What this unlocks for agency and brand content automation pipelines.

### NVIDIA’s OCR play gets practical

URL: https://coey.com/resources/blog/2026/04/12/nvidias-ocr-play-gets-practical
Markdown: https://coey.com/resources/blog/2026/04/12/nvidias-ocr-play-gets-practical.md
Published: 12 April 2026
Authors: Team COEY
Topics: AI Industry News
Summary: NVIDIA releases Nemotron-OCR-v2 on Hugging Face, targeting a boring but high-value problem for agency and brand content operations at scale.

### Anthropic’s Claude Mythos Is Real. The Open API Still Isn’t.

URL: https://coey.com/resources/blog/2026/04/11/anthropics-claude-mythos-is-real-the-open-api-still-isnt
Markdown: https://coey.com/resources/blog/2026/04/11/anthropics-claude-mythos-is-real-the-open-api-still-isnt.md
Published: 11 April 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Anthropic formalizes Project Glasswing around Claude Mythos Preview. Why the controlled rollout matters for agency and brand AI stack planning.

### Meta’s Muse Spark Wants to Be Your Workflow Layer, Not Just Your Chatbot

URL: https://coey.com/resources/blog/2026/04/10/metas-muse-spark-wants-to-be-your-workflow-layer-not-just-your-chatbot
Markdown: https://coey.com/resources/blog/2026/04/10/metas-muse-spark-wants-to-be-your-workflow-layer-not-just-your-chatbot.md
Published: 10 April 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Meta's Muse Spark pushes AI beyond chat toward real workflow orchestration across Meta surfaces. What it means for agency and brand content teams.

### n8n vs OpenClaw vs Claude Cowork: What to use for content automation

URL: https://coey.com/resources/blog/2026/04/10/n8n-vs-openclaw-vs-claude-cowork-content-automation
Markdown: https://coey.com/resources/blog/2026/04/10/n8n-vs-openclaw-vs-claude-cowork-content-automation.md
Published: 10 April 2026
Authors: Claude
Topics: Tools and How-Tos
Summary: Compare n8n, OpenClaw, and Claude Cowork as the base layer for AI content automation. Which one agencies and brands should pick in 2026.

### Cohere has launched Transcribe

URL: https://coey.com/resources/blog/2026/04/09/cohere-has-launched-transcribe
Markdown: https://coey.com/resources/blog/2026/04/09/cohere-has-launched-transcribe.md
Published: 9 April 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Cohere just launched Transcribe, a fast enterprise speech API. Here is what it unlocks for AI voice agents and marketing automation workflows today.

### Meta’s Muse Spark Wants to Be More Than a Chatbot

URL: https://coey.com/resources/blog/2026/04/08/metas-muse-spark-wants-to-be-more-than-a-chatbot
Markdown: https://coey.com/resources/blog/2026/04/08/metas-muse-spark-wants-to-be-more-than-a-chatbot.md
Published: 8 April 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Meta's Muse Spark wants to be more than a chatbot. A practical look at what it automates today for AI marketing agencies and creative ops teams.

### Runway’s Gen-4.5 Pushes AI Video Forward, but the Real Workflow Story Is More Complicated

URL: https://coey.com/resources/blog/2026/04/07/runways-gen-4-5-pushes-ai-video-forward-but-the-real-workflow-story-is-more-complicated
Markdown: https://coey.com/resources/blog/2026/04/07/runways-gen-4-5-pushes-ai-video-forward-but-the-real-workflow-story-is-more-complicated.md
Published: 7 April 2026
Authors: Team COEY
Topics: AI Video News
Summary: Runway Gen 4.5 pushes AI video forward, but the real workflow story is messier. What agencies can actually automate with generative AI video.

### Qwen3.6-Plus Wants to Be the Agent Brain, Not Just Another Chatbot

URL: https://coey.com/resources/blog/2026/04/06/qwen3-6-plus-wants-to-be-the-agent-brain-not-just-another-chatbot
Markdown: https://coey.com/resources/blog/2026/04/06/qwen3-6-plus-wants-to-be-the-agent-brain-not-just-another-chatbot.md
Published: 6 April 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Qwen3 6 Plus wants to be the agent brain, not just another chatbot. What it unlocks for agency and brand AI marketing automation.

### Microsoft’s New Audio Models Make Voice Automation More Real

URL: https://coey.com/resources/blog/2026/04/05/microsofts-new-audio-models-make-voice-automation-more-real
Markdown: https://coey.com/resources/blog/2026/04/05/microsofts-new-audio-models-make-voice-automation-more-real.md
Published: 5 April 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Microsoft's new audio models make voice automation more real. A breakdown of what they enable for AI voice agents and marketing automation stacks.

### GLM-5V-Turbo Turns Screens Into Code, but the API Story Is What Makes It Matter

URL: https://coey.com/resources/blog/2026/04/04/glm-5v-turbo-turns-screens-into-code-but-the-api-story-is-what-makes-it-matter
Markdown: https://coey.com/resources/blog/2026/04/04/glm-5v-turbo-turns-screens-into-code-but-the-api-story-is-what-makes-it-matter.md
Published: 4 April 2026
Authors: Team COEY
Topics: AI LLM News
Summary: GLM 5V Turbo turns screens into code, and the API story is why it matters for AI marketing automation, UI agents, and creative ops teams today.

### Google DeepMind’s Gemma 4 Is Open for Business

URL: https://coey.com/resources/blog/2026/04/03/google-deepminds-gemma-4-is-open-for-business
Markdown: https://coey.com/resources/blog/2026/04/03/google-deepminds-gemma-4-is-open-for-business.md
Published: 3 April 2026
Authors: Team COEY
Topics: AI LLM News
Software: groundslate
Summary: Google DeepMind's Gemma 4 is open for business. What the new open weights unlock for AI marketing automation, RAG, and on prem agent workflows.

### Alibaba’s Qwen3.6-Plus Pushes Multimodal AI Closer to Real Agent Work

URL: https://coey.com/resources/blog/2026/04/02/alibabas-qwen3-6-plus-pushes-multimodal-ai-closer-to-real-agent-work
Markdown: https://coey.com/resources/blog/2026/04/02/alibabas-qwen3-6-plus-pushes-multimodal-ai-closer-to-real-agent-work.md
Published: 2 April 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Alibaba's Qwen3.6 Plus pushes multimodal AI closer to real agent work. Here is what it automates today for marketing AI tools and creative ops.

### PixVerse V6 Brings Audio Into the Prompt

URL: https://coey.com/resources/blog/2026/04/01/pixverse-v6-brings-audio-into-the-prompt
Markdown: https://coey.com/resources/blog/2026/04/01/pixverse-v6-brings-audio-into-the-prompt.md
Published: 1 April 2026
Authors: Team COEY
Topics: AI Video News
Summary: Pixverse V6 brings audio into the prompt for AI video. What it unlocks for agency and brand video content automation workflows.

### François Chollet’s ARC-AGI-3 Is Here, and It’s a Brutal Reality Check for “Agentic” AI

URL: https://coey.com/resources/blog/2026/03/31/francois-chollets-arc-agi-3-is-here-and-its-a-brutal-reality-check-for-agentic-ai
Markdown: https://coey.com/resources/blog/2026/03/31/francois-chollets-arc-agi-3-is-here-and-its-a-brutal-reality-check-for-agentic-ai.md
Published: 31 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Francois Chollet's ARC AGI 3 is here, and it is a brutal reality check for agentic AI. What it means for AI marketing automation claims right now.

### Local film grew up. The closed agent behaved

URL: https://coey.com/resources/blog/2026/03/31/what-march-2026-opened-for-production
Markdown: https://coey.com/resources/blog/2026/03/31/what-march-2026-opened-for-production.md
Published: 31 March 2026
Authors: Team COEY
Topics: AI Industry News
Software: groundslate
Summary: LTX-2.3 makes the local film look like a product. GPT-5.4 turns the closed agent into a daily driver. Voxtral TTS puts a small voice on your side of the wall. The month is about finishing work, not collecting models.

### Fish Audio’s S2 Pro Makes Open TTS Feel Closer to Infrastructure

URL: https://coey.com/resources/blog/2026/03/30/fish-audios-s2-pro-makes-open-tts-feel-closer-to-infrastructure
Markdown: https://coey.com/resources/blog/2026/03/30/fish-audios-s2-pro-makes-open-tts-feel-closer-to-infrastructure.md
Published: 30 March 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Fish Audio's S2 Pro makes open TTS feel closer to infrastructure. What it unlocks for agency and brand audio content at scale.

### Platform Lock-In Is Coming for Your AI Stack

URL: https://coey.com/resources/blog/2026/03/30/platform-lock-in-is-coming-for-your-ai-stack
Markdown: https://coey.com/resources/blog/2026/03/30/platform-lock-in-is-coming-for-your-ai-stack.md
Published: 30 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Platform lock-in is coming for your AI marketing stack. How agencies and brand teams stay portable while adopting AI content automation.

### Mistral’s Voxtral TTS Makes Voice AI More Usable Than Hypey

URL: https://coey.com/resources/blog/2026/03/29/mistrals-voxtral-tts-makes-voice-ai-more-usable-than-hypey
Markdown: https://coey.com/resources/blog/2026/03/29/mistrals-voxtral-tts-makes-voice-ai-more-usable-than-hypey.md
Published: 29 March 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Mistral's Voxtral TTS makes voice AI more usable than hypey. What it unlocks today for AI voice agents, IVR, and marketing automation stacks.

### Google’s Gemini Flash Live Push Makes Real-Time Voice More Automatable

URL: https://coey.com/resources/blog/2026/03/28/googles-gemini-flash-live-push-makes-real-time-voice-more-automatable
Markdown: https://coey.com/resources/blog/2026/03/28/googles-gemini-flash-live-push-makes-real-time-voice-more-automatable.md
Published: 28 March 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Google Gemini Flash Live makes real-time voice more automatable. What it unlocks for agency and brand interactive audio workflows.

### Anthropic’s Claude Mythos Leak Is Real. The API Story Isn’t.

URL: https://coey.com/resources/blog/2026/03/27/anthropics-claude-mythos-leak-is-real-the-api-story-isnt
Markdown: https://coey.com/resources/blog/2026/03/27/anthropics-claude-mythos-leak-is-real-the-api-story-isnt.md
Published: 27 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Anthropic's Claude Mythos leak is real, but the API story is not. What AI marketing agencies should actually care about in the latest Claude drop.

### Mistral’s Voxtral TTS Is Fast, Open, and Actually Useful for Voice Workflows

URL: https://coey.com/resources/blog/2026/03/27/mistrals-voxtral-tts-is-fast-open-and-actually-useful-for-voice-workflows
Markdown: https://coey.com/resources/blog/2026/03/27/mistrals-voxtral-tts-is-fast-open-and-actually-useful-for-voice-workflows.md
Published: 27 March 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Mistral Voxtral TTS is fast, open, and actually useful for voice workflows. What it unlocks for agency and brand audio content pipelines.

### Google’s Gemini Live Push Makes Voice AI More Useful. The API Reality Is the Real Story.

URL: https://coey.com/resources/blog/2026/03/26/googles-gemini-live-push-makes-voice-ai-more-useful-the-api-reality-is-the-real-story
Markdown: https://coey.com/resources/blog/2026/03/26/googles-gemini-live-push-makes-voice-ai-more-useful-the-api-reality-is-the-real-story.md
Published: 26 March 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Google's Gemini Live push makes voice AI more useful, but the API reality is the real story for AI marketing automation and voice agent builders.

### Luma Didn’t Release WAN 2.7. But Its API Story Still Matters

URL: https://coey.com/resources/blog/2026/03/25/luma-didnt-release-wan-2-7-but-its-api-story-still-matters
Markdown: https://coey.com/resources/blog/2026/03/25/luma-didnt-release-wan-2-7-but-its-api-story-still-matters.md
Published: 25 March 2026
Authors: Team COEY
Topics: AI Video News
Summary: Luma did not release WAN 2.7, but its API story still matters. What AI marketing agencies should watch in the next wave of generative video tools.

### OpenAI Killed Sora. The Real Story Is Bigger Than One Video App

URL: https://coey.com/resources/blog/2026/03/25/openai-killed-sora-the-real-story-is-bigger-than-one-video-app
Markdown: https://coey.com/resources/blog/2026/03/25/openai-killed-sora-the-real-story-is-bigger-than-one-video-app.md
Published: 25 March 2026
Authors: Team COEY
Topics: AI Video News
Summary: Learn how the shutdown of Sora reflects on the difficulties of creating lasting AI video products in a competitive market.

### Luma Uni-1 Tries to Make AI Visuals Less Chaotic

URL: https://coey.com/resources/blog/2026/03/24/luma-uni-1-tries-to-make-ai-visuals-less-chaotic
Markdown: https://coey.com/resources/blog/2026/03/24/luma-uni-1-tries-to-make-ai-visuals-less-chaotic.md
Published: 24 March 2026
Authors: Team COEY
Topics: AI Video News
Summary: Luma Uni 1 tries to make AI visuals less chaotic. A look at what it unlocks for generative AI marketing, creative ops, and automated ad production.

### Microsoft’s MAI-Image-2 Wants to Be More Than Pretty

URL: https://coey.com/resources/blog/2026/03/23/microsofts-mai-image-2-wants-to-be-more-than-pretty
Markdown: https://coey.com/resources/blog/2026/03/23/microsofts-mai-image-2-wants-to-be-more-than-pretty.md
Published: 23 March 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Microsoft's MAI Image 2 wants to be more than pretty. What it means for AI marketing automation, ad creative pipelines, and brand image ops.

### Lightricks' LTX 2.3 Pushes Open Video Closer to Real Creative Infrastructure

URL: https://coey.com/resources/blog/2026/03/22/lightricks-ltx-2-3-pushes-open-video-closer-to-real-creative-infrastructure
Markdown: https://coey.com/resources/blog/2026/03/22/lightricks-ltx-2-3-pushes-open-video-closer-to-real-creative-infrastructure.md
Published: 22 March 2026
Authors: Team COEY
Topics: AI Video News
Software: groundslate
Summary: Lightricks LTX 2.3 pushes open video closer to real creative infrastructure. What it unlocks for AI marketing automation and video ops teams.

### Microsoft’s MAI-Image-2 Looks Like a Real Upgrade, but the API Story Still Decides the Winner

URL: https://coey.com/resources/blog/2026/03/21/microsofts-mai-image-2-looks-like-a-real-upgrade-but-the-api-story-still-decides-the-winner
Markdown: https://coey.com/resources/blog/2026/03/21/microsofts-mai-image-2-looks-like-a-real-upgrade-but-the-api-story-still-decides-the-winner.md
Published: 21 March 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Microsoft's MAI Image 2 looks like a real upgrade, but the API story still decides the winner for AI marketing automation and creative pipelines.

### Midjourney V8 Alpha Is Faster, Sharper, and Still Not API-First

URL: https://coey.com/resources/blog/2026/03/20/midjourney-v8-alpha-is-faster-sharper-and-still-not-api-first
Markdown: https://coey.com/resources/blog/2026/03/20/midjourney-v8-alpha-is-faster-sharper-and-still-not-api-first.md
Published: 20 March 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Midjourney V8 Alpha is faster, sharper, and still not API first. What that means for AI marketing agencies trying to automate ad creative at scale.

### Campaign QA an agent can run

URL: https://coey.com/resources/blog/2026/03/19/how-to-build-an-ai-campaign-qa-workflow
Markdown: https://coey.com/resources/blog/2026/03/19/how-to-build-an-ai-campaign-qa-workflow.md
Published: 19 March 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: A practical guide to building an AI campaign QA workflow that catches brand, compliance, and factual errors before your marketing automation ships.

### OpenClaw’s March Sprint: Streaming, Browser Control, and Security That Actually Ships

URL: https://coey.com/resources/blog/2026/03/19/openclaws-march-sprint-streaming-browser-control-and-security-that-actually-ships
Markdown: https://coey.com/resources/blog/2026/03/19/openclaws-march-sprint-streaming-browser-control-and-security-that-actually-ships.md
Published: 19 March 2026
Authors: Team COEY
Topics: AI Industry News
Summary: OpenClaw's March sprint delivers streaming, browser control, and security that actually ships. What it unlocks for AI marketing automation builds.

### SoundHound’s Edge-First Agent Push Is Real. The API Story Is the Part to Watch.

URL: https://coey.com/resources/blog/2026/03/19/soundhounds-edge-first-agent-push-is-real-the-api-story-is-the-part-to-watch
Markdown: https://coey.com/resources/blog/2026/03/19/soundhounds-edge-first-agent-push-is-real-the-api-story-is-the-part-to-watch.md
Published: 19 March 2026
Authors: Team COEY
Topics: AI Audio News
Summary: SoundHound's edge first agent push is real, and the API story is what to watch for AI voice agents, retail automation, and marketing workflows.

### Gemini 3.1 Capabilities

URL: https://coey.com/resources/blog/2026/03/18/gemini-3-1-capabilities
Markdown: https://coey.com/resources/blog/2026/03/18/gemini-3-1-capabilities.md
Published: 18 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: A practical breakdown of Gemini 3.1 capabilities and what they unlock today for AI marketing automation, reasoning agents, and content workflows.

### Grok Image Generation via xAI API

URL: https://coey.com/resources/blog/2026/03/18/grok-image-generation-via-xai-api
Markdown: https://coey.com/resources/blog/2026/03/18/grok-image-generation-via-xai-api.md
Published: 18 March 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Explore the grok image API for innovative image generation and editing that enhances your marketing workflows.

### Kimi 2.5 Agent Swarm

URL: https://coey.com/resources/blog/2026/03/18/kimi-2-5-agent-swarm
Markdown: https://coey.com/resources/blog/2026/03/18/kimi-2-5-agent-swarm.md
Published: 18 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Kimi 2.5 Agent Swarm brings parallel agents into reach. A look at what it unlocks for AI marketing automation and multi agent creative ops teams.

### OpenAI’s GPT-5.4 Mini and Nano: Small Models, Big Automation Energy

URL: https://coey.com/resources/blog/2026/03/18/openais-gpt-5-4-mini-and-nano-small-models-big-automation-energy
Markdown: https://coey.com/resources/blog/2026/03/18/openais-gpt-5-4-mini-and-nano-small-models-big-automation-energy.md
Published: 18 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: OpenAI's GPT 5.4 Mini and Nano are small models with big automation energy. What they unlock for AI marketing automation, RAG, and agent workflows.

### Seedance 2.0 CapCut Integration 2026

URL: https://coey.com/resources/blog/2026/03/18/seedance-2-0-capcut-integration-2026
Markdown: https://coey.com/resources/blog/2026/03/18/seedance-2-0-capcut-integration-2026.md
Published: 18 March 2026
Authors: Team COEY
Topics: AI Video News
Summary: Seedance 2.0 lands inside CapCut in 2026. What the integration unlocks for AI video marketing, social creative ops, and automated content pipelines.

### What Is I2V?

URL: https://coey.com/resources/blog/2026/03/18/what-is-i2v
Markdown: https://coey.com/resources/blog/2026/03/18/what-is-i2v.md
Published: 18 March 2026
Authors: Team COEY
Topics: AI Video News
Summary: What is I2V? A plain English guide to image to video AI and how marketing teams can automate ad creative and social video with generative AI tools.

### Anthropic Dispatch Turns Claude Into Your Always-On Creative Coworker

URL: https://coey.com/resources/blog/2026/03/17/anthropic-dispatch-turns-claude-into-your-always-on-creative-coworker
Markdown: https://coey.com/resources/blog/2026/03/17/anthropic-dispatch-turns-claude-into-your-always-on-creative-coworker.md
Published: 17 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Anthropic Dispatch turns Claude into an always-on creative co-worker. What it unlocks for agency and brand content teams automating the boring parts.

### NVIDIA’s Nemotron-3 Super (120B) Lands as a “Callable” Model for Enterprise Agents

URL: https://coey.com/resources/blog/2026/03/16/nvidias-nemotron-3-super-120b-lands-as-a-callable-model-for-enterprise-agents
Markdown: https://coey.com/resources/blog/2026/03/16/nvidias-nemotron-3-super-120b-lands-as-a-callable-model-for-enterprise-agents.md
Published: 16 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: NVIDIA Nemotron 3 Super 120B lands as a callable model for enterprise agents. What it means for AI marketing automation and on prem agent stacks.

### Helios Goes Open: Real-Time AI Video Hits 19.5 FPS (and That Changes Workflows)

URL: https://coey.com/resources/blog/2026/03/15/helios-goes-open-real-time-ai-video-hits-19-5-fps-and-that-changes-workflows
Markdown: https://coey.com/resources/blog/2026/03/15/helios-goes-open-real-time-ai-video-hits-19-5-fps-and-that-changes-workflows.md
Published: 15 March 2026
Authors: Team COEY
Topics: AI Video News
Summary: Helios goes open real-time AI video at 19.5 FPS. How real-time generation reshapes agency and brand video marketing workflows.

### Grok-4.20 Beta Debuts as xAI’s New Reasoning Powerhouse

URL: https://coey.com/resources/blog/2026/03/13/grok-4-20-beta-debuts-as-xais-new-reasoning-powerhouse
Markdown: https://coey.com/resources/blog/2026/03/13/grok-4-20-beta-debuts-as-xais-new-reasoning-powerhouse.md
Published: 13 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Grok 4.20 debuts as xAI's new reasoning model. What it unlocks for AI marketing automation, research agents, and content analysis workflows.

### Hume AI Open-Sources TADA: TTS That Stops “Going Off Script”

URL: https://coey.com/resources/blog/2026/03/12/hume-ai-open-sources-tada-tts-that-stops-going-off-script
Markdown: https://coey.com/resources/blog/2026/03/12/hume-ai-open-sources-tada-tts-that-stops-going-off-script.md
Published: 12 March 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Hume AI open sources TADA, a TTS model that stops going off script. What it unlocks for reliable AI voice agents and marketing voice automation.

### Kling 3.0 Makes AI Video Feel Like a Real Production Tool

URL: https://coey.com/resources/blog/2026/03/11/kling-3-0-makes-ai-video-feel-like-a-real-production-tool
Markdown: https://coey.com/resources/blog/2026/03/11/kling-3-0-makes-ai-video-feel-like-a-real-production-tool.md
Published: 11 March 2026
Authors: Team COEY
Topics: AI Video News
Summary: Kling 3.0 makes AI video feel like a real production tool. What it unlocks for AI marketing agencies building generative video ad pipelines.

### Rhoda AI’s Direct Video-Action Model Wants to Make Robots “Web-Trained” and Factory-Ready

URL: https://coey.com/resources/blog/2026/03/10/rhoda-ais-direct-video-action-model-wants-to-make-robots-web-trained-and-factory-ready
Markdown: https://coey.com/resources/blog/2026/03/10/rhoda-ais-direct-video-action-model-wants-to-make-robots-web-trained-and-factory-ready.md
Published: 10 March 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Rhoda AI's direct video action model wants web trained, factory ready robots. What it signals for AI marketing automation and physical AI workflows.

### Grok 4.20 Beta Makes Multi-Agent AI the Default (and That’s a Workflow Shift)

URL: https://coey.com/resources/blog/2026/03/09/grok-4-20-beta-makes-multi-agent-ai-the-default-and-thats-a-workflow-shift
Markdown: https://coey.com/resources/blog/2026/03/09/grok-4-20-beta-makes-multi-agent-ai-the-default-and-thats-a-workflow-shift.md
Published: 9 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Grok 4.20 Beta makes multi agent AI the default, and that is a workflow shift. What it means for AI marketing automation and agentic ops teams.

### OpenAI’s “BiDi” leak signals full-duplex voice

URL: https://coey.com/resources/blog/2026/03/08/openais-bidi-leak-signals-full-duplex-voice
Markdown: https://coey.com/resources/blog/2026/03/08/openais-bidi-leak-signals-full-duplex-voice.md
Published: 8 March 2026
Authors: Team COEY
Topics: AI Audio News
Summary: OpenAI's BiDi leak signals full duplex voice is coming. What it unlocks for next generation AI voice agents and real time marketing automation.

### Sarvam AI Releases Open-Weights LLMs Built for India’s Language Reality

URL: https://coey.com/resources/blog/2026/03/07/sarvam-ai-releases-open-weights-llms-built-for-indias-language-reality
Markdown: https://coey.com/resources/blog/2026/03/07/sarvam-ai-releases-open-weights-llms-built-for-indias-language-reality.md
Published: 7 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Sarvam AI releases open weights LLMs built for India's language reality. What it unlocks for localized AI marketing automation and content ops.

### Utopai’s Pai Wants to Fix AI Video’s Worst Habit: Forgetting Who It’s Filming

URL: https://coey.com/resources/blog/2026/03/06/utopais-pai-wants-to-fix-ai-videos-worst-habit-forgetting-who-its-filming
Markdown: https://coey.com/resources/blog/2026/03/06/utopais-pai-wants-to-fix-ai-videos-worst-habit-forgetting-who-its-filming.md
Published: 6 March 2026
Authors: Team COEY
Topics: AI Video News
Summary: Utopai's Pai wants to fix AI video's worst habit: forgetting who it is filming. A look at character consistency and AI video marketing automation.

### OpenAI Launches GPT-5.4 With Configurable Reasoning for Automation

URL: https://coey.com/resources/blog/2026/03/05/openai-launches-gpt-5-4-with-configurable-reasoning-for-automation
Markdown: https://coey.com/resources/blog/2026/03/05/openai-launches-gpt-5-4-with-configurable-reasoning-for-automation.md
Published: 5 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: OpenAI launches GPT 5.4 with configurable reasoning for automation. What the new controls unlock for AI marketing workflows and agent pipelines.

### smallest.ai Beta-Launches Hydra: Speech-to-Speech Voice Agents Get Serious

URL: https://coey.com/resources/blog/2026/03/04/smallest-ai-beta-launches-hydra-speech-to-speech-voice-agents-get-serious
Markdown: https://coey.com/resources/blog/2026/03/04/smallest-ai-beta-launches-hydra-speech-to-speech-voice-agents-get-serious.md
Published: 4 March 2026
Authors: Team COEY
Topics: AI Audio News
Summary: smallest.ai beta launches Hydra, making speech to speech voice agents serious. What it unlocks for AI voice agents and marketing voice automation.

### Google’s Gemini 3.1 Flash-Lite Is a Speed-and-Cost Upgrade Built for Real Automation

URL: https://coey.com/resources/blog/2026/03/03/googles-gemini-3-1-flash-lite-is-a-speed-and-cost-upgrade-built-for-real-automation
Markdown: https://coey.com/resources/blog/2026/03/03/googles-gemini-3-1-flash-lite-is-a-speed-and-cost-upgrade-built-for-real-automation.md
Published: 3 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Google's Gemini 3.1 Flash Lite is a speed and cost upgrade built for real automation. What it unlocks for AI marketing automation teams at scale.

### Grok Imagine Goes Video-First and xAI’s Automation Story Gets Real

URL: https://coey.com/resources/blog/2026/03/02/grok-imagine-goes-video-first-and-xais-automation-story-gets-real
Markdown: https://coey.com/resources/blog/2026/03/02/grok-imagine-goes-video-first-and-xais-automation-story-gets-real.md
Published: 2 March 2026
Authors: Team COEY
Topics: AI Video News
Summary: Grok Imagine goes video first and xAI's AI marketing automation story gets real. What it unlocks for agency and brand video pipelines.

### DeepSeek V4 Teases a 1M Token, Multimodal All in One Model. Here is What is Actually Operational

URL: https://coey.com/resources/blog/2026/03/01/deepseek-v4-teases-a-1m-token-multimodal-all-in-one-model-here-is-what-is-actually-operational
Markdown: https://coey.com/resources/blog/2026/03/01/deepseek-v4-teases-a-1m-token-multimodal-all-in-one-model-here-is-what-is-actually-operational.md
Published: 1 March 2026
Authors: Team COEY
Topics: AI LLM News
Summary: DeepSeek V4 teases a 1M token multimodal model. What is actually operational today for agency and brand AI content automation.

### Meta’s Llama 3.3 (70B): The Less Sexy, More Useful Model Release

URL: https://coey.com/resources/blog/2026/02/28/metas-llama-3-3-70b-the-less-sexy-more-useful-model-release
Markdown: https://coey.com/resources/blog/2026/02/28/metas-llama-3-3-70b-the-less-sexy-more-useful-model-release.md
Published: 28 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Meta's Llama 3.3 70B is the less sexy, more useful release. What it unlocks for AI marketing automation, on prem agents, and content workflows.

### Qwen3.5 drops a seeing agent you can keep

URL: https://coey.com/resources/blog/2026/02/28/what-february-2026-opened-for-production
Markdown: https://coey.com/resources/blog/2026/02/28/what-february-2026-opened-for-production.md
Published: 28 February 2026
Authors: Team COEY
Topics: AI Open Source
Software: groundslate
Summary: Qwen3.5 ships a native multimodal agent you can actually download. Seedance 2.0 makes the hosted clip look like a campaign. Claude and Grok get louder. Lyria writes a bed. The question is still the same: do you keep it, or do you rent it.

### Google Relaunches Flow as a Unified GenAI Production Workspace

URL: https://coey.com/resources/blog/2026/02/27/google-relaunches-flow-as-a-unified-genai-production-workspace
Markdown: https://coey.com/resources/blog/2026/02/27/google-relaunches-flow-as-a-unified-genai-production-workspace.md
Published: 27 February 2026
Authors: Team COEY
Topics: AI Video News
Summary: Google relaunches Flow as a unified GenAI production workspace. What it unlocks for agencies and brand teams running AI content at scale.

### Google Launches Nano Banana 2, Making Image Gen Faster and More Automatable

URL: https://coey.com/resources/blog/2026/02/26/google-launches-nano-banana-2-making-image-gen-faster-and-more-automatable
Markdown: https://coey.com/resources/blog/2026/02/26/google-launches-nano-banana-2-making-image-gen-faster-and-more-automatable.md
Published: 26 February 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Google launches Nano Banana 2, making image gen faster and more automatable. What it unlocks for AI marketing automation and ad creative pipelines.

### HyperNova 60B Isn’t Just “Open Weight.” It’s On-Prem Agent Fuel.

URL: https://coey.com/resources/blog/2026/02/26/hypernova-60b-isnt-just-open-weight-its-on-prem-agent-fuel
Markdown: https://coey.com/resources/blog/2026/02/26/hypernova-60b-isnt-just-open-weight-its-on-prem-agent-fuel.md
Published: 26 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: HyperNova 60B is not just open weight, it is on prem agent fuel. What it unlocks for AI marketing automation and enterprise agent deployments.

### Inception Labs’ Mercury 2 Makes Text AI Feel Live (and That’s the Point)

URL: https://coey.com/resources/blog/2026/02/24/inception-labs-mercury-2-makes-text-ai-feel-live-and-thats-the-point
Markdown: https://coey.com/resources/blog/2026/02/24/inception-labs-mercury-2-makes-text-ai-feel-live-and-thats-the-point.md
Published: 24 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Inception Labs Mercury 2 makes text AI feel live, and that is the point. What it unlocks for real time AI marketing automation and agent workflows.

### Google Gemini 3.1 Pro Lands as a Reasoning Upgrade You Can Actually Automate

URL: https://coey.com/resources/blog/2026/02/23/google-gemini-3-1-pro-lands-as-a-reasoning-upgrade-you-can-actually-automate
Markdown: https://coey.com/resources/blog/2026/02/23/google-gemini-3-1-pro-lands-as-a-reasoning-upgrade-you-can-actually-automate.md
Published: 23 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Google Gemini 3.1 Pro lands as a reasoning upgrade you can actually automate. What it unlocks for AI marketing automation and research workflows.

### ByteDance’s Seedance 2.0: Cinematic AI Video Goes Multimodal (and Hollywood Immediately Hits “Report”)

URL: https://coey.com/resources/blog/2026/02/22/bytedances-seedance-2-0-cinematic-ai-video-goes-multimodal-and-hollywood-immediately-hits-report
Markdown: https://coey.com/resources/blog/2026/02/22/bytedances-seedance-2-0-cinematic-ai-video-goes-multimodal-and-hollywood-immediately-hits-report.md
Published: 22 February 2026
Authors: Team COEY
Topics: AI Video News
Summary: ByteDance Seedance 2.0 brings cinematic AI video multimodal. A look at what it unlocks for AI marketing automation and generative video ad ops.

### Google’s Gemini 3.1 Pro Is a Reasoning Upgrade and a Workflow Upgrade Too

URL: https://coey.com/resources/blog/2026/02/21/googles-gemini-3-1-pro-is-a-reasoning-upgrade-and-a-workflow-upgrade-too
Markdown: https://coey.com/resources/blog/2026/02/21/googles-gemini-3-1-pro-is-a-reasoning-upgrade-and-a-workflow-upgrade-too.md
Published: 21 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Google's Gemini 3.1 Pro is a reasoning upgrade and a workflow upgrade too. What it unlocks for AI marketing automation and agent pipelines today.

### NIST’s AI Agent Standards Push Is a Quiet Power Move for Enterprise Automation

URL: https://coey.com/resources/blog/2026/02/20/nists-ai-agent-standards-push-is-a-quiet-power-move-for-enterprise-automation
Markdown: https://coey.com/resources/blog/2026/02/20/nists-ai-agent-standards-push-is-a-quiet-power-move-for-enterprise-automation.md
Published: 20 February 2026
Authors: Team COEY
Topics: AI Industry News
Summary: NIST's AI agent standards push is a quiet power move for enterprise automation. What it means for AI marketing agencies and compliance workflows.

### Alibaba’s Qwen3.5-397B-A17B Drops: Open-Weights, Multimodal, and Agent-Ready (Finally the Combo Ops Teams Want)

URL: https://coey.com/resources/blog/2026/02/19/alibabas-qwen3-5-397b-a17b-drops-open-weights-multimodal-and-agent-ready-finally-the-combo-ops-teams-want
Markdown: https://coey.com/resources/blog/2026/02/19/alibabas-qwen3-5-397b-a17b-drops-open-weights-multimodal-and-agent-ready-finally-the-combo-ops-teams-want.md
Published: 19 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Alibaba Qwen3.5 397B A17B drops as open weights, multimodal, agent ready. Here is the combo AI marketing automation ops teams have been waiting for.

### Google Gemini Adds AI Music Generation With DeepMind’s Lyria 3

URL: https://coey.com/resources/blog/2026/02/19/google-gemini-adds-ai-music-generation-with-deepminds-lyria-3
Markdown: https://coey.com/resources/blog/2026/02/19/google-gemini-adds-ai-music-generation-with-deepminds-lyria-3.md
Published: 19 February 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Google Gemini adds AI music generation with DeepMind's Lyria 3. What it unlocks for AI marketing automation, brand audio, and sonic branding ops.

### Sarvam AI Drops India-Focused LLMs (105B + 30B) and Yes, You Can Actually Use Them

URL: https://coey.com/resources/blog/2026/02/19/sarvam-ai-drops-india-focused-llms-105b-30b-and-yes-you-can-actually-use-them
Markdown: https://coey.com/resources/blog/2026/02/19/sarvam-ai-drops-india-focused-llms-105b-30b-and-yes-you-can-actually-use-them.md
Published: 19 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Sarvam AI drops India-focused LLMs at 105B and 30B. What global brands and agencies should actually do with them in 2026 campaigns.

### ByteDance’s Seed 2.0 Is Betting on “Workflow AI,” Not Just Chat

URL: https://coey.com/resources/blog/2026/02/18/bytedances-seed-2-0-is-betting-on-workflow-ai-not-just-chat
Markdown: https://coey.com/resources/blog/2026/02/18/bytedances-seed-2-0-is-betting-on-workflow-ai-not-just-chat.md
Published: 18 February 2026
Authors: Team COEY
Topics: AI Industry News
Summary: ByteDance's Seed 2.0 is betting on workflow AI, not just chat. What it unlocks for AI marketing automation and end to end generative ad pipelines.

### Claude Sonnet 4.6: The 1M Token Upgrade That Turns “Chat” Into Ops

URL: https://coey.com/resources/blog/2026/02/17/claude-sonnet-4-6-the-1m-token-upgrade-that-turns-chat-into-ops
Markdown: https://coey.com/resources/blog/2026/02/17/claude-sonnet-4-6-the-1m-token-upgrade-that-turns-chat-into-ops.md
Published: 17 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Claude Sonnet 4.6 is the 1M token upgrade that turns chat into ops. What it unlocks for AI marketing automation, research, and long context workflows.

### Seedance 2.0 Lands Inside CapCut, and That’s the Real Flex

URL: https://coey.com/resources/blog/2026/02/16/seedance-2-0-lands-inside-capcut-and-thats-the-real-flex
Markdown: https://coey.com/resources/blog/2026/02/16/seedance-2-0-lands-inside-capcut-and-thats-the-real-flex.md
Published: 16 February 2026
Authors: Team COEY
Topics: AI Video News
Summary: Seedance 2.0 lands inside CapCut and that is the real flex. What the integration unlocks for AI video marketing automation and social ad ops teams.

### OpenAI’s GPT-5.3-Codex-Spark Is a Speed Tier for Coding and a Hardware Pivot That Matters

URL: https://coey.com/resources/blog/2026/02/15/openais-gpt-5-3-codex-spark-is-a-speed-tier-for-coding-and-a-hardware-pivot-that-matters
Markdown: https://coey.com/resources/blog/2026/02/15/openais-gpt-5-3-codex-spark-is-a-speed-tier-for-coding-and-a-hardware-pivot-that-matters.md
Published: 15 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: OpenAI's GPT 5.3 Codex Spark is a speed tier for coding and a hardware pivot that matters for AI marketing automation and agentic build workflows.

### Google DeepMind’s Gemini 3 “Deep Think” Upgrade Is a Reasoning Flex and an Automation Tease

URL: https://coey.com/resources/blog/2026/02/14/google-deepminds-gemini-3-deep-think-upgrade-is-a-reasoning-flex-and-an-automation-tease
Markdown: https://coey.com/resources/blog/2026/02/14/google-deepminds-gemini-3-deep-think-upgrade-is-a-reasoning-flex-and-an-automation-tease.md
Published: 14 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Google DeepMind's Gemini 3 Deep Think upgrade is a reasoning flex and an automation tease. What it unlocks for AI marketing automation and research.

### Zhipu AI’s GLM-5 Is Open-Weights and Built for Agentic Work

URL: https://coey.com/resources/blog/2026/02/13/zhipu-ais-glm-5-is-open-weights-and-built-for-agentic-work
Markdown: https://coey.com/resources/blog/2026/02/13/zhipu-ais-glm-5-is-open-weights-and-built-for-agentic-work.md
Published: 13 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Zhipu AI's GLM-5 is open weights and built for agentic work. What it unlocks for AI marketing automation and on-prem content pipelines.

### ByteDance’s Seedream 5.0 Lands in Dreamina + CapCut Web, Fast, Photoreal, and Mostly Not Yet Automatable

URL: https://coey.com/resources/blog/2026/02/12/bytedances-seedream-5-0-lands-in-dreamina-capcut-web-fast-photoreal-and-mostly-not-yet-automatable
Markdown: https://coey.com/resources/blog/2026/02/12/bytedances-seedream-5-0-lands-in-dreamina-capcut-web-fast-photoreal-and-mostly-not-yet-automatable.md
Published: 12 February 2026
Authors: Team COEY
Topics: AI Industry News
Summary: ByteDance Seedream 5.0 lands in Dreamina and CapCut Web fast and photoreal, but mostly not yet automatable. What that means for AI ad creative ops.

### Claude Opus 4.6 Makes “One Session” Feel Like a Workspace

URL: https://coey.com/resources/blog/2026/02/11/claude-opus-4-6-makes-one-session-feel-like-a-workspace
Markdown: https://coey.com/resources/blog/2026/02/11/claude-opus-4-6-makes-one-session-feel-like-a-workspace.md
Published: 11 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Claude Opus 4.6 makes one session feel like a workspace. What the long context upgrade unlocks for AI marketing automation and agent workflows.

### ByteDance Rolls Out Seedance 2.0 AI Video in CapCut

URL: https://coey.com/resources/blog/2026/02/10/bytedance-rolls-out-seedance-2-0-ai-video-in-capcut
Markdown: https://coey.com/resources/blog/2026/02/10/bytedance-rolls-out-seedance-2-0-ai-video-in-capcut.md
Published: 10 February 2026
Authors: Team COEY
Topics: AI Video News
Summary: ByteDance rolls out Seedance 2.0 AI video in CapCut. What the integration unlocks for AI video marketing automation and agency social ops.

### Mistral’s Voxtral Transcribe 2 Turns Speech Into a Real Automation Layer

URL: https://coey.com/resources/blog/2026/02/09/mistrals-voxtral-transcribe-2-turns-speech-into-a-real-automation-layer
Markdown: https://coey.com/resources/blog/2026/02/09/mistrals-voxtral-transcribe-2-turns-speech-into-a-real-automation-layer.md
Published: 9 February 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Mistral Voxtral Transcribe 2 turns speech into a real automation layer. What it unlocks for agency and brand voice content automation.

### Midjourney V7 Makes Image Gen Feel Less Like Gambling

URL: https://coey.com/resources/blog/2026/02/08/midjourney-v7-makes-image-gen-feel-less-like-gambling
Markdown: https://coey.com/resources/blog/2026/02/08/midjourney-v7-makes-image-gen-feel-less-like-gambling.md
Published: 8 February 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Midjourney V7 makes image generation feel less like gambling. What it unlocks for AI marketing automation and more reliable ad creative pipelines.

### xAI’s Grok Imagine Image Models Are Here and They’re Built for Throughput

URL: https://coey.com/resources/blog/2026/02/07/xais-grok-imagine-image-models-are-here-and-theyre-built-for-throughput
Markdown: https://coey.com/resources/blog/2026/02/07/xais-grok-imagine-image-models-are-here-and-theyre-built-for-throughput.md
Published: 7 February 2026
Authors: Team COEY
Topics: AI Industry News
Summary: How xAI's Grok Imagine image models unlock high-throughput AI ad creative for agencies and brand teams shipping variant-heavy campaigns.

### OpenAI’s GPT-5.3-Codex Makes Agentic Coding Faster, Cheaper, and (Finally) Interruptible

URL: https://coey.com/resources/blog/2026/02/06/openais-gpt-5-3-codex-makes-agentic-coding-faster-cheaper-and-finally-interruptible
Markdown: https://coey.com/resources/blog/2026/02/06/openais-gpt-5-3-codex-makes-agentic-coding-faster-cheaper-and-finally-interruptible.md
Published: 6 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: OpenAI's GPT 5.3 Codex makes agentic coding faster, cheaper, and finally interruptible. What it unlocks for AI marketing automation build workflows.

### Anthropic Claude Opus 4.6 Pushes Long-Context + “Agent Teams” Into Real Workflow Territory

URL: https://coey.com/resources/blog/2026/02/05/anthropic-claude-opus-4-6-pushes-long-context-agent-teams-into-real-workflow-territory
Markdown: https://coey.com/resources/blog/2026/02/05/anthropic-claude-opus-4-6-pushes-long-context-agent-teams-into-real-workflow-territory.md
Published: 5 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Anthropic Claude Opus 4.6 pushes long context and agent teams into real workflow territory. What it unlocks for AI marketing automation and ops.

### Kling 3.0 Goes Full “Production Mode” With 4K/60, Multi Shot Continuity, and Native Audio

URL: https://coey.com/resources/blog/2026/02/04/kling-3-0-goes-full-production-mode-with-4k-60-multi-shot-continuity-and-native-audio
Markdown: https://coey.com/resources/blog/2026/02/04/kling-3-0-goes-full-production-mode-with-4k-60-multi-shot-continuity-and-native-audio.md
Published: 4 February 2026
Authors: Team COEY
Topics: AI Video News
Summary: Kling 3.0 goes full production mode with 4K 60, multi shot continuity, and native audio. What it unlocks for AI video marketing automation ops.

### Qwen3-Coder-Next-3B: Alibaba’s Lean MoE Model Aims at Real Coding Automation

URL: https://coey.com/resources/blog/2026/02/03/qwen3-coder-next-3b-alibabas-lean-moe-model-aims-at-real-coding-automation
Markdown: https://coey.com/resources/blog/2026/02/03/qwen3-coder-next-3b-alibabas-lean-moe-model-aims-at-real-coding-automation.md
Published: 3 February 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Alibaba's Qwen3 Coder Next 3B is a lean MoE aimed at real coding automation. What it unlocks for agency and brand AI workflows.

### Vidu Q3 Makes “One-Pass” AI Video Real: Native Sound, Lip Sync, and an Automation-Ready Path

URL: https://coey.com/resources/blog/2026/02/02/vidu-q3-makes-one-pass-ai-video-real-native-sound-lip-sync-and-an-automation-ready-path
Markdown: https://coey.com/resources/blog/2026/02/02/vidu-q3-makes-one-pass-ai-video-real-native-sound-lip-sync-and-an-automation-ready-path.md
Published: 2 February 2026
Authors: Team COEY
Topics: AI Video News
Summary: Vidu Q3 makes one pass AI video real with native sound and lip sync. What it unlocks for AI marketing automation and automated video ad production.

### LTX-2 ships the weights, and they make sound

URL: https://coey.com/resources/blog/2026/01/31/what-january-2026-opened-for-production
Markdown: https://coey.com/resources/blog/2026/01/31/what-january-2026-opened-for-production.md
Published: 31 January 2026
Authors: Team COEY
Topics: AI Open Source
Software: groundslate
Summary: LTX-2 finally ships the weights, so picture and sound can leave the same pass on a GPU you already own. Hunyuan stays the small local cutter. The stills start taking orders. A few famous names are still rent.

### PersonaPlex-7B Brings Full-Duplex Voice Agents to Open Source (and That’s a Big Deal)

URL: https://coey.com/resources/blog/2026/01/31/personaplex-7b-brings-full-duplex-voice-agents-to-open-source-and-thats-a-big-deal
Markdown: https://coey.com/resources/blog/2026/01/31/personaplex-7b-brings-full-duplex-voice-agents-to-open-source-and-thats-a-big-deal.md
Published: 31 January 2026
Authors: Team COEY
Topics: AI Audio News
Summary: PersonaPlex 7B brings full duplex voice agents to open source, and that is a big deal for AI voice agents and marketing voice automation stacks.

### Google DeepMind’s Project Genie: Genie 3 Turns Prompts Into Playable Worlds (And That’s Bigger Than “AI Video”)

URL: https://coey.com/resources/blog/2026/01/30/google-deepminds-project-genie-genie-3-turns-prompts-into-playable-worlds-and-thats-bigger-than-ai-video
Markdown: https://coey.com/resources/blog/2026/01/30/google-deepminds-project-genie-genie-3-turns-prompts-into-playable-worlds-and-thats-bigger-than-ai-video.md
Published: 30 January 2026
Authors: Team COEY
Topics: AI Video News
Summary: Google DeepMind Genie 3 turns prompts into playable worlds, and that is bigger than AI video for AI marketing automation and interactive campaigns.

### Moonshot AI’s Kimi K2.5 Drops “Agent Swarm” Parallelism and It’s Built for Automation

URL: https://coey.com/resources/blog/2026/01/29/moonshot-ais-kimi-k2-5-drops-agent-swarm-parallelism-and-its-built-for-automation
Markdown: https://coey.com/resources/blog/2026/01/29/moonshot-ais-kimi-k2-5-drops-agent-swarm-parallelism-and-its-built-for-automation.md
Published: 29 January 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Moonshot AI's Kimi K2.5 drops agent swarm parallelism built for automation. What it unlocks for AI marketing agents and content workflows.

### Zhipu AI’s GLM-4.7-Flash Is the “Run It Yourself” Speed Drop

URL: https://coey.com/resources/blog/2026/01/28/zhipu-ais-glm-4-7-flash-is-the-run-it-yourself-speed-drop
Markdown: https://coey.com/resources/blog/2026/01/28/zhipu-ais-glm-4-7-flash-is-the-run-it-yourself-speed-drop.md
Published: 28 January 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Zhipu AI's GLM 4.7 Flash is the run it yourself speed drop. What it unlocks for AI marketing automation, on prem agents, and content workflows.

### Tencent’s HunyuanImage 3.0-Instruct: From Prompt Roulette to Creative Ops

URL: https://coey.com/resources/blog/2026/01/27/tencents-hunyuanimage-3-0-instruct-from-prompt-roulette-to-creative-ops
Markdown: https://coey.com/resources/blog/2026/01/27/tencents-hunyuanimage-3-0-instruct-from-prompt-roulette-to-creative-ops.md
Published: 27 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Tencent HunyuanImage 3.0 Instruct moves from prompt roulette to creative ops. What it unlocks for AI marketing automation and ad image pipelines.

### What is Clawdbot? The Self Hosted AI That Executes Tasks

URL: https://coey.com/resources/blog/2026/01/27/what-is-clawdot
Markdown: https://coey.com/resources/blog/2026/01/27/what-is-clawdot.md
Published: 27 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: What is Clawdbot? A plain English guide to the self hosted AI that executes tasks and what it means for AI marketing automation and agent workflows.

### ElevenLabs Eleven Music Makes Music Workflow-Ready

URL: https://coey.com/resources/blog/2026/01/26/elevenlabs-eleven-music-makes-music-workflow-ready
Markdown: https://coey.com/resources/blog/2026/01/26/elevenlabs-eleven-music-makes-music-workflow-ready.md
Published: 26 January 2026
Authors: Team COEY
Topics: AI Audio News
Summary: ElevenLabs Eleven Music makes music workflow ready. What it unlocks for AI marketing automation, brand audio, and generative AI sonic branding ops.

### Qwen3-TTS Open Source: Streaming Voice Cloning in 3 Seconds

URL: https://coey.com/resources/blog/2026/01/25/qwen3-tts-open-source-streaming-voice-cloning-in-3-seconds
Markdown: https://coey.com/resources/blog/2026/01/25/qwen3-tts-open-source-streaming-voice-cloning-in-3-seconds.md
Published: 25 January 2026
Authors: Team COEY
Topics: AI Audio News
Software: groundslate
Summary: Qwen3 TTS delivers open source streaming voice cloning in 3 seconds. What it unlocks for agency and brand audio content pipelines.

### ComfyUI: The Workflow Engine for AI Production

URL: https://coey.com/resources/blog/2026/01/24/comfyui-the-workflow-engine-for-ai-production
Markdown: https://coey.com/resources/blog/2026/01/24/comfyui-the-workflow-engine-for-ai-production.md
Published: 24 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: ComfyUI is the workflow engine for AI production. A practical guide for AI marketing automation teams building repeatable generative creative ops.

### xAI Physical AI Rumors: What’s Real Today

URL: https://coey.com/resources/blog/2026/01/24/xai-physical-ai-rumors-whats-real-today
Markdown: https://coey.com/resources/blog/2026/01/24/xai-physical-ai-rumors-whats-real-today.md
Published: 24 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: xAI physical AI rumors, sorted. What is real today, what is hype, and what it means for AI marketing automation and the next generation of agents.

### ComfyUI Explained: The Workflow Engine for AI Images

URL: https://coey.com/resources/blog/2026/01/23/comfyui-explained-the-workflow-engine-for-ai-images
Markdown: https://coey.com/resources/blog/2026/01/23/comfyui-explained-the-workflow-engine-for-ai-images.md
Published: 23 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: ComfyUI explained: the workflow engine for AI images. A practical guide for AI marketing automation teams building ad creative and brand pipelines.

### Grok Imagine Adds 10-Second Video With Audio

URL: https://coey.com/resources/blog/2026/01/23/grok-imagine-adds-10-second-video-with-audio
Markdown: https://coey.com/resources/blog/2026/01/23/grok-imagine-adds-10-second-video-with-audio.md
Published: 23 January 2026
Authors: Team COEY
Topics: AI Video News
Summary: Grok Imagine adds 10 second video with audio. What it unlocks for AI marketing automation, social ad creative, and generative video workflows.

### Launch plans that stay under control

URL: https://coey.com/resources/blog/2026/01/23/how-to-automate-launch-plans-safely
Markdown: https://coey.com/resources/blog/2026/01/23/how-to-automate-launch-plans-safely.md
Published: 23 January 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: A practical guide to automating launch plans safely with AI marketing automation, built for agencies and in house teams that need guardrails baked in.

### AI Content Verification: Why Every AI Marketing Agency Needs Oversight Systems

URL: https://coey.com/resources/blog/2026/01/22/verifiers-are-the-new-writers-why-ai-needs-oversight
Markdown: https://coey.com/resources/blog/2026/01/22/verifiers-are-the-new-writers-why-ai-needs-oversight.md
Published: 22 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See why AI marketing agencies treat content verification, not prompts, as the real competitive edge and learn how to add verification to your AI stack.

### FIBO-Edit Makes AI Image Edits Predictable

URL: https://coey.com/resources/blog/2026/01/22/fibo-edit-makes-ai-image-edits-predictable
Markdown: https://coey.com/resources/blog/2026/01/22/fibo-edit-makes-ai-image-edits-predictable.md
Published: 22 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: FIBO Edit makes AI image edits predictable. What it unlocks for AI marketing automation, ad creative ops, and brand consistent image workflows.

### Chroma 1.0 Makes Real-Time Voice Agents Practical

URL: https://coey.com/resources/blog/2026/01/21/chroma-1-0-makes-real-time-voice-agents-practical
Markdown: https://coey.com/resources/blog/2026/01/21/chroma-1-0-makes-real-time-voice-agents-practical.md
Published: 21 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Chroma 1.0 makes real time voice agents practical. What it unlocks for AI voice agents, customer support, and marketing voice automation stacks.

### Nano Banana Pro 4K Failures Expose Pipeline Risk

URL: https://coey.com/resources/blog/2026/01/21/nano-banana-pro-4k-failures-expose-pipeline-risk
Markdown: https://coey.com/resources/blog/2026/01/21/nano-banana-pro-4k-failures-expose-pipeline-risk.md
Published: 21 January 2026
Authors: Team COEY
Topics: AI Video News
Summary: Nano Banana Pro 4K failures expose pipeline risk. A practical look at QA for AI marketing automation and brand safe generative image workflows.

### TranslateGemma 27B Makes Translation Deployable

URL: https://coey.com/resources/blog/2026/01/21/translategemma-27b-makes-translation-deployable
Markdown: https://coey.com/resources/blog/2026/01/21/translategemma-27b-makes-translation-deployable.md
Published: 21 January 2026
Authors: Team COEY
Topics: AI LLM News
Summary: TranslateGemma 27B makes translation deployable. What it unlocks for AI marketing automation, localization workflows, and multilingual content ops.

### Trust Layers Over Funnels: How AI Marketing Agencies Build Brand Trust at Scale

URL: https://coey.com/resources/blog/2026/01/20/trust-layers-kill-funnels-build-brand-trust
Markdown: https://coey.com/resources/blog/2026/01/20/trust-layers-kill-funnels-build-brand-trust.md
Published: 20 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies replace the old funnel with trust layers: AI-powered proof systems that build brand credibility across every channel.

### xAI Human Emulator Agents Shift Automation Beyond APIs

URL: https://coey.com/resources/blog/2026/01/20/xai-human-emulator-agents-shift-automation-beyond-apis
Markdown: https://coey.com/resources/blog/2026/01/20/xai-human-emulator-agents-shift-automation-beyond-apis.md
Published: 20 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: xAI's human emulator agents shift automation beyond APIs. What it signals for AI marketing automation, web agents, and browser based workflows.

### Explainable AI Optimization: The Future of Marketing Automation for Agencies

URL: https://coey.com/resources/blog/2026/01/19/explainable-optimization-is-eating-marketing-automation
Markdown: https://coey.com/resources/blog/2026/01/19/explainable-optimization-is-eating-marketing-automation.md
Published: 19 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use explainable AI optimization to deliver transparent, auditable campaign results and measurable marketing automation ROI.

### PixVerse R1 Makes Real-Time AI Video Directable

URL: https://coey.com/resources/blog/2026/01/19/pixverse-r1-makes-real-time-ai-video-directable
Markdown: https://coey.com/resources/blog/2026/01/19/pixverse-r1-makes-real-time-ai-video-directable.md
Published: 19 January 2026
Authors: Team COEY
Topics: AI Video News
Summary: PixVerse R1 makes real time AI video directable. What it unlocks for AI marketing automation, live creative ops, and generative video ad workflows.

### Step-Audio R1.1 Makes Realtime Voice Agents Simpler

URL: https://coey.com/resources/blog/2026/01/18/step-audio-r1-1-makes-realtime-voice-agents-simpler
Markdown: https://coey.com/resources/blog/2026/01/18/step-audio-r1-1-makes-realtime-voice-agents-simpler.md
Published: 18 January 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Step Audio R1.1 makes realtime voice agents simpler to build and ship. What it unlocks for AI voice agents and marketing voice automation pipelines.

### Why AI Marketing Agencies Use Policy Cards Instead of Brand Guidelines

URL: https://coey.com/resources/blog/2026/01/18/why-policy-cards-beat-brand-guidelines
Markdown: https://coey.com/resources/blog/2026/01/18/why-policy-cards-beat-brand-guidelines.md
Published: 18 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See why AI marketing agencies are replacing static PDF brand guidelines with machine-readable policy cards that enforce brand consistency automatically.

### Creative Supply Chains: How AI Marketing Agencies Beat Content Chaos

URL: https://coey.com/resources/blog/2026/01/17/creative-supply-chains-beat-content-chaos
Markdown: https://coey.com/resources/blog/2026/01/17/creative-supply-chains-beat-content-chaos.md
Published: 17 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies build creative supply chains that produce, review, and distribute on-brand content at scale without pipeline bottlenecks.

### Google Flash Image Models: Scale Variants Cheaply

URL: https://coey.com/resources/blog/2026/01/17/google-flash-image-models-scale-variants-cheaply
Markdown: https://coey.com/resources/blog/2026/01/17/google-flash-image-models-scale-variants-cheaply.md
Published: 17 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Google Flash image models let you scale variants cheaply. A practical look at what they unlock for AI marketing automation and ad creative ops teams.

### ChatGPT Ads Test: New Intent Surface for Marketers

URL: https://coey.com/resources/blog/2026/01/16/chatgpt-ads-test-new-intent-surface-for-marketers
Markdown: https://coey.com/resources/blog/2026/01/16/chatgpt-ads-test-new-intent-surface-for-marketers.md
Published: 16 January 2026
Authors: Team COEY
Topics: AI LLM News
Summary: ChatGPT's ads test opens a new intent surface for marketers. What the new placement means for AI marketing agencies and assistant native ad buying.

### GLM-Image Targets Reliable Text in AI Ads

URL: https://coey.com/resources/blog/2026/01/16/glm-image-targets-reliable-text-in-ai-ads
Markdown: https://coey.com/resources/blog/2026/01/16/glm-image-targets-reliable-text-in-ai-ads.md
Published: 16 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: GLM Image targets reliable text in AI ads, a long standing pain point. What it unlocks for AI marketing automation and on brand ad creative pipelines.

### Grounded Copy: The AI Marketing Agency's Next Competitive Moat

URL: https://coey.com/resources/blog/2026/01/16/grounded-copy-your-next-marketing-moat
Markdown: https://coey.com/resources/blog/2026/01/16/grounded-copy-your-next-marketing-moat.md
Published: 16 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use grounded copy: AI content anchored to real data, brand assets, and verified claims, to create marketing that converts.

### Semantic Caching: The Unsung Hero of AI Pipelines

URL: https://coey.com/resources/blog/2026/01/15/semantic-caching-the-unsung-hero-of-ai-pipelines
Markdown: https://coey.com/resources/blog/2026/01/15/semantic-caching-the-unsung-hero-of-ai-pipelines.md
Published: 15 January 2026
Authors: Team COEY
Topics: AI Deep Dives
Summary: Semantic caching is the unsung hero of AI pipelines. A practical guide for AI marketing automation teams looking to cut cost and latency in production.

### Spec Tests: The QA Layer Every AI Marketing Agency Stack Needs

URL: https://coey.com/resources/blog/2026/01/14/spec-tests-the-glue-your-ai-stack-needs
Markdown: https://coey.com/resources/blog/2026/01/14/spec-tests-the-glue-your-ai-stack-needs.md
Published: 14 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use automated spec tests to catch AI content errors before campaigns go live, protecting brand reputation at full scale.

### Step3 Open-Source VLM Built for Automation

URL: https://coey.com/resources/blog/2026/01/14/step3-open-source-vlm-built-for-automation
Markdown: https://coey.com/resources/blog/2026/01/14/step3-open-source-vlm-built-for-automation.md
Published: 14 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Step3 is an open source VLM built for automation. What the new weights unlock for AI marketing automation, document ops, and multimodal agent workflows.

### Tencent HY-MT1.5 Brings Offline Translation to Workflows

URL: https://coey.com/resources/blog/2026/01/14/tencent-hy-mt1-5-brings-offline-translation-to-workflows
Markdown: https://coey.com/resources/blog/2026/01/14/tencent-hy-mt1-5-brings-offline-translation-to-workflows.md
Published: 14 January 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Tencent HY MT1.5 brings offline translation to workflows. What it unlocks for AI marketing automation, localization ops, and multilingual content teams.

### Veo 3.1 Finally Ships True Vertical AI Video

URL: https://coey.com/resources/blog/2026/01/14/veo-3-1-finally-ships-true-vertical-ai-video
Markdown: https://coey.com/resources/blog/2026/01/14/veo-3-1-finally-ships-true-vertical-ai-video.md
Published: 14 January 2026
Authors: Team COEY
Topics: AI Video News
Summary: Veo 3.1 finally ships true vertical AI video, and that matters for ads. What it unlocks for AI marketing automation and social video creative pipelines.

### LiquidAI LFM2.5 Brings Local Real Time Voice Automation

URL: https://coey.com/resources/blog/2026/01/13/liquidai-lfm2-5-brings-local-real-time-voice-automation
Markdown: https://coey.com/resources/blog/2026/01/13/liquidai-lfm2-5-brings-local-real-time-voice-automation.md
Published: 13 January 2026
Authors: Team COEY
Topics: AI Audio News
Summary: LiquidAI LFM2.5 brings local real time voice automation into reach. What it unlocks for AI voice agents, edge deployments, and marketing voice ops.

### When AI Should Stay Silent: The Abstention Stack for Marketing Agencies

URL: https://coey.com/resources/blog/2026/01/13/when-ai-should-shut-up-abstention-stack
Markdown: https://coey.com/resources/blog/2026/01/13/when-ai-should-shut-up-abstention-stack.md
Published: 13 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies build abstention stacks, intelligent guardrails that teach AI when to stay silent instead of damaging brand trust.

### AI Agents and the New Marketing Agency Supply Chain

URL: https://coey.com/resources/blog/2026/01/12/ai-agents-and-the-new-marketing-supply-chain
Markdown: https://coey.com/resources/blog/2026/01/12/ai-agents-and-the-new-marketing-supply-chain.md
Published: 12 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI agents are restructuring the marketing agency supply chain, compressing timelines and giving AI marketing agencies an unfair speed advantage.

### LTX-2 Makes Open Video Plus Audio Practical

URL: https://coey.com/resources/blog/2026/01/12/ltx-2-makes-open-video-plus-audio-practical
Markdown: https://coey.com/resources/blog/2026/01/12/ltx-2-makes-open-video-plus-audio-practical.md
Published: 12 January 2026
Authors: Team COEY
Topics: AI Video News
Software: groundslate
Summary: LTX 2 makes open video plus audio practical for production workflows. What it unlocks for AI marketing automation and generative video ad creative ops.

### MiniMax-M2.1: Open Weights Built for Real Agents

URL: https://coey.com/resources/blog/2026/01/12/minimax-m2-1-open-weights-built-for-real-agents
Markdown: https://coey.com/resources/blog/2026/01/12/minimax-m2-1-open-weights-built-for-real-agents.md
Published: 12 January 2026
Authors: Team COEY
Topics: AI LLM News
Summary: MiniMax M2.1 ships as open weights built for real agents. What it unlocks for AI marketing automation, agent swarms, and on prem content workflows.

### Agentic Media Buying Needs a Control Tower: Lessons for AI Marketing Agencies

URL: https://coey.com/resources/blog/2026/01/11/agentic-media-buying-needs-a-control-tower
Markdown: https://coey.com/resources/blog/2026/01/11/agentic-media-buying-needs-a-control-tower.md
Published: 11 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies build control towers for agentic media buying, keeping AI buyers on budget with real-time dashboards and guardrails.

### Cosmos 2B Makes Video Predictable, Not Just Generative

URL: https://coey.com/resources/blog/2026/01/11/cosmos-2b-makes-video-predictable-not-just-generative
Markdown: https://coey.com/resources/blog/2026/01/11/cosmos-2b-makes-video-predictable-not-just-generative.md
Published: 11 January 2026
Authors: Team COEY
Topics: AI Video News
Summary: Cosmos 2B makes video predictable, not just generative. What the world model unlocks for AI marketing automation and controllable generative video ads.

### AI Workflow Firewalls: A Must-Have for Every AI Marketing Agency

URL: https://coey.com/resources/blog/2026/01/10/ai-workflow-firewalls-marketers-new-must-have
Markdown: https://coey.com/resources/blog/2026/01/10/ai-workflow-firewalls-marketers-new-must-have.md
Published: 10 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies build AI workflow firewalls: automated guardrails that stop one bad output from cascading across client campaigns at scale.

### AMD Hummingbird XT and XTX Make Open Video Faster

URL: https://coey.com/resources/blog/2026/01/10/amd-hummingbird-xt-and-xtx-make-open-video-faster
Markdown: https://coey.com/resources/blog/2026/01/10/amd-hummingbird-xt-and-xtx-make-open-video-faster.md
Published: 10 January 2026
Authors: Team COEY
Topics: AI Video News
Summary: AMD Hummingbird XT and XTX make open video faster and cheaper to run. What they unlock for AI marketing automation and on prem generative video ops.

### ByteDance NextFlow: 5-Second Images, New Workflow Era

URL: https://coey.com/resources/blog/2026/01/09/bytedance-nextflow-5-second-images-new-workflow-era
Markdown: https://coey.com/resources/blog/2026/01/09/bytedance-nextflow-5-second-images-new-workflow-era.md
Published: 9 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: ByteDance NextFlow ships 5 second images in a new workflow era. What it unlocks for AI marketing automation and fast turnaround ad creative pipelines.

### LLM Evaluators Are Hackable: Build Deterministic Critics

URL: https://coey.com/resources/blog/2026/01/09/llm-evaluators-are-hackable-build-deterministic-critics
Markdown: https://coey.com/resources/blog/2026/01/09/llm-evaluators-are-hackable-build-deterministic-critics.md
Published: 9 January 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: LLM evaluators are hackable. Learn to build deterministic critics for your AI marketing automation pipelines and keep generative quality under control.

### Guardrails vs Agents in Content Automation

URL: https://coey.com/resources/blog/2026/01/08/guardrails-vs-agents-in-content-automation
Markdown: https://coey.com/resources/blog/2026/01/08/guardrails-vs-agents-in-content-automation.md
Published: 8 January 2026
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Guardrails versus agents in content automation. A practical framework for AI marketing agencies deciding where policy, review, and autonomy belong.

### OpenAI Realtime Voice API Makes Agents Deployable

URL: https://coey.com/resources/blog/2026/01/07/openai-realtime-voice-api-makes-agents-deployable
Markdown: https://coey.com/resources/blog/2026/01/07/openai-realtime-voice-api-makes-agents-deployable.md
Published: 7 January 2026
Authors: Team COEY
Topics: AI Audio News
Summary: OpenAI's Realtime Voice API makes agents deployable in real production. What it unlocks for AI voice agents and marketing voice automation workflows.

### Trust Marks: Your AI Content Receipts Era

URL: https://coey.com/resources/blog/2026/01/07/trust-marks-your-ai-content-receipts-era
Markdown: https://coey.com/resources/blog/2026/01/07/trust-marks-your-ai-content-receipts-era.md
Published: 7 January 2026
Authors: Team COEY
Topics: AI Deep Dives
Summary: Trust marks are your AI content receipts era. A practical guide for AI marketing agencies on provenance, C2PA, and building reader trust at scale.

### Agent Version Control: How AI Marketing Agencies Track What Their AI Actually Does

URL: https://coey.com/resources/blog/2026/01/06/agent-version-control-automations-safety-net
Markdown: https://coey.com/resources/blog/2026/01/06/agent-version-control-automations-safety-net.md
Published: 6 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use version control for autonomous agents, tracking prompts, models, and outputs for accountability across every workflow.

### Liquid AI LFM2.5 Makes On Device Speech Agents Real

URL: https://coey.com/resources/blog/2026/01/06/liquid-ai-lfm2-5-makes-on-device-speech-agents-real
Markdown: https://coey.com/resources/blog/2026/01/06/liquid-ai-lfm2-5-makes-on-device-speech-agents-real.md
Published: 6 January 2026
Authors: Team COEY
Topics: AI LLM News
Summary: Liquid AI LFM2.5 makes on device speech agents real. What it unlocks for edge AI voice agents, private assistants, and marketing voice automation ops.

### Kling O1 Unifies AI Video Generation and Editing

URL: https://coey.com/resources/blog/2026/01/05/kling-o1-unifies-ai-video-generation-and-editing
Markdown: https://coey.com/resources/blog/2026/01/05/kling-o1-unifies-ai-video-generation-and-editing.md
Published: 5 January 2026
Authors: Team COEY
Topics: AI Video News
Summary: Kling O1 unifies AI video generation and editing into one workflow. What it unlocks for AI marketing automation and end to end video ad creative ops.

### HunyuanVideo 1.5 Makes Local AI Video Practical

URL: https://coey.com/resources/blog/2026/01/04/hunyuanvideo-1-5-makes-local-ai-video-practical
Markdown: https://coey.com/resources/blog/2026/01/04/hunyuanvideo-1-5-makes-local-ai-video-practical.md
Published: 4 January 2026
Authors: Team COEY
Topics: AI Video News
Summary: HunyuanVideo 1.5 makes local AI video practical on real hardware. What it unlocks for AI marketing automation and on prem generative video ad pipelines.

### The Marketing Data Contract Era: What AI Marketing Agencies Need to Know

URL: https://coey.com/resources/blog/2026/01/04/the-marketing-data-contract-era
Markdown: https://coey.com/resources/blog/2026/01/04/the-marketing-data-contract-era.md
Published: 4 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use data contracts with n8n and Claude to keep AI tools producing reliable, on-brand content across marketing automation.

### LinaCodec: Open-Source Tokenizer That Speeds Voice AI

URL: https://coey.com/resources/blog/2026/01/03/linacodec-open-source-tokenizer-that-speeds-voice-ai
Markdown: https://coey.com/resources/blog/2026/01/03/linacodec-open-source-tokenizer-that-speeds-voice-ai.md
Published: 3 January 2026
Authors: Team COEY
Topics: AI Audio News
Summary: LinaCodec is an open source tokenizer that speeds voice AI. What it unlocks for AI voice agents, low latency calls, and marketing voice automation stacks.

### Model Routing for AI Marketing: How Agencies Run Smart Creative Automation

URL: https://coey.com/resources/blog/2026/01/03/model-routing-creative-ops-for-smart-automation
Markdown: https://coey.com/resources/blog/2026/01/03/model-routing-creative-ops-for-smart-automation.md
Published: 3 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use model routing to send each task to the right AI, cutting content costs and improving output quality across workflows.

### Tencent HY-Motion turns text into shippable 3D motion

URL: https://coey.com/resources/blog/2026/01/02/tencent-hy-motion-turns-text-into-shippable-3d-motion
Markdown: https://coey.com/resources/blog/2026/01/02/tencent-hy-motion-turns-text-into-shippable-3d-motion.md
Published: 2 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: Tencent HY Motion turns text into shippable 3D motion. What it unlocks for AI marketing automation, 3D ad creative, and generative motion design pipelines.

### The Consent Layer Nobody Built Yet: A Gap in AI Marketing Automation

URL: https://coey.com/resources/blog/2026/01/02/the-consent-layer-nobody-built-yet
Markdown: https://coey.com/resources/blog/2026/01/02/the-consent-layer-nobody-built-yet.md
Published: 2 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: The consent layer nobody built yet is a real gap in AI marketing automation. A look at how agencies should plan for provenance, permissions, and trust.

### GenCast Makes Weather Forecasting Truly Automatable

URL: https://coey.com/resources/blog/2026/01/01/gencast-makes-weather-forecasting-truly-automatable
Markdown: https://coey.com/resources/blog/2026/01/01/gencast-makes-weather-forecasting-truly-automatable.md
Published: 1 January 2026
Authors: Team COEY
Topics: AI Industry News
Summary: GenCast makes weather forecasting truly automatable. What it unlocks for AI marketing automation in retail, travel, and weather triggered ad campaigns.

### Grok Voice Agent API: Deployable Real-Time Voice Automation

URL: https://coey.com/resources/blog/2026/01/01/grok-voice-agent-api-deployable-real-time-voice-automation
Markdown: https://coey.com/resources/blog/2026/01/01/grok-voice-agent-api-deployable-real-time-voice-automation.md
Published: 1 January 2026
Authors: Team COEY
Topics: AI Audio News
Summary: Grok Voice Agent API makes deployable real time voice automation a reality. What it unlocks for AI voice agents and marketing voice ops in production.

### The AI Marketing Agency Moat Is Retrieval, Not Generation

URL: https://coey.com/resources/blog/2026/01/01/the-marketing-automation-moat-is-retrieval
Markdown: https://coey.com/resources/blog/2026/01/01/the-marketing-automation-moat-is-retrieval.md
Published: 1 January 2026
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use RAG pipelines and retrieval to outperform competitors, turning the right data at the right time into their real moat.

### Open models finally earned a first real job

URL: https://coey.com/resources/blog/2025/12/31/what-december-2025-opened-for-production
Markdown: https://coey.com/resources/blog/2025/12/31/what-december-2025-opened-for-production.md
Published: 31 December 2025
Authors: Team COEY
Topics: AI Open Source
Software: groundslate
Summary: December is the first month we would start a real job on open models. Stills you can revise, sound you can select, and a brief that stays on the tools. A few famous names still make you rent.

### Qwen-Image-2512 Targets Uncanny AI Marketing Visuals

URL: https://coey.com/resources/blog/2025/12/31/qwen-image-2512-targets-uncanny-ai-marketing-visuals
Markdown: https://coey.com/resources/blog/2025/12/31/qwen-image-2512-targets-uncanny-ai-marketing-visuals.md
Published: 31 December 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Qwen Image 2512 targets uncanny AI marketing visuals head on. What the new model unlocks for AI marketing agencies and brand consistent ad creative ops.

### The Prompt Is Dead, Long Live the Brief: How AI Marketing Agencies Really Work

URL: https://coey.com/resources/blog/2025/12/31/the-prompt-is-dead-long-live-the-brief
Markdown: https://coey.com/resources/blog/2025/12/31/the-prompt-is-dead-long-live-the-brief.md
Published: 31 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies have moved beyond prompts to structured creative briefs, giving AI systems the context they need for real agency quality.

### No AI Drops This Week? Use It to Ship

URL: https://coey.com/resources/blog/2025/12/30/no-ai-drops-this-week-use-it-to-ship
Markdown: https://coey.com/resources/blog/2025/12/30/no-ai-drops-this-week-use-it-to-ship.md
Published: 30 December 2025
Authors: Team COEY
Topics: AI Industry News
Summary: No AI drops this week? Use it to ship. A practical playbook for AI marketing agencies to close the gap between new models and real automation work.

### Your AI Marketing Stack Needs a Control Plane

URL: https://coey.com/resources/blog/2025/12/30/your-stack-needs-an-ai-control-plane
Markdown: https://coey.com/resources/blog/2025/12/30/your-stack-needs-an-ai-control-plane.md
Published: 30 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies build unified control planes that coordinate models, data, and workflows into one manageable AI marketing stack.

### Seedance 1.5 Pro: Text-to-Video With Real Audio Sync

URL: https://coey.com/resources/blog/2025/12/29/seedance-1-5-pro-text-to-video-with-real-audio-sync
Markdown: https://coey.com/resources/blog/2025/12/29/seedance-1-5-pro-text-to-video-with-real-audio-sync.md
Published: 29 December 2025
Authors: Team COEY
Topics: AI Video News
Summary: Seedance 1.5 Pro delivers text to video with real audio sync. What it unlocks for AI marketing automation, social ad creative, and generative video ops.

### Why Critic Layers Matter in AI Marketing Agency Automation

URL: https://coey.com/resources/blog/2025/12/29/why-critic-layers-matter-in-marketing-automation
Markdown: https://coey.com/resources/blog/2025/12/29/why-critic-layers-matter-in-marketing-automation.md
Published: 29 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies deploy critic layers, automated review systems that evaluate, score, and refine AI outputs before they reach any audience.

### Shadow Drafts Are Eating Your Marketing Stack: An AI Agency Perspective

URL: https://coey.com/resources/blog/2025/12/28/shadow-drafts-are-eating-your-marketing-stack
Markdown: https://coey.com/resources/blog/2025/12/28/shadow-drafts-are-eating-your-marketing-stack.md
Published: 28 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies detect and manage shadow drafts, the untracked AI content that quietly erodes brand integrity across your marketing stack.

### Wan 2.6 Makes AI Video Multi Shot Ready

URL: https://coey.com/resources/blog/2025/12/27/wan-2-6-makes-ai-video-multi-shot-ready
Markdown: https://coey.com/resources/blog/2025/12/27/wan-2-6-makes-ai-video-multi-shot-ready.md
Published: 27 December 2025
Authors: Team COEY
Topics: AI Video News
Summary: Wan 2.6 makes AI video multi shot ready, a big unlock for real campaigns. What it means for AI marketing automation and generative video ad pipelines.

### Composable Creative Layers: How AI Marketing Agencies Destroy Banner Hell

URL: https://coey.com/resources/blog/2025/12/26/composable-creative-layers-destroy-banner-hell
Markdown: https://coey.com/resources/blog/2025/12/26/composable-creative-layers-destroy-banner-hell.md
Published: 26 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use composable creative layers to generate, test, and deploy ad variations automatically with n8n and generative AI.

### Grok Voice Agent API: Real-Time Voice Automation, Simplified

URL: https://coey.com/resources/blog/2025/12/26/grok-voice-agent-api-real-time-voice-automation-simplified
Markdown: https://coey.com/resources/blog/2025/12/26/grok-voice-agent-api-real-time-voice-automation-simplified.md
Published: 26 December 2025
Authors: Team COEY
Topics: AI Audio News
Summary: Grok Voice Agent API keeps real time voice automation simple to deploy. What it unlocks for AI voice agents and marketing voice automation workflows.

### Agent Skills Are the New Middleware for AI Marketing Automation

URL: https://coey.com/resources/blog/2025/12/25/agent-skills-are-the-new-middleware
Markdown: https://coey.com/resources/blog/2025/12/25/agent-skills-are-the-new-middleware.md
Published: 25 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Agent skills are the new middleware for AI marketing automation. A practical guide to how agencies should structure reusable agent capabilities today.

### AI Structured Output: The Marketing Automation Cheat Code Agencies Need

URL: https://coey.com/resources/blog/2025/12/24/ais-structured-output-the-ultimate-automation-cheat-code
Markdown: https://coey.com/resources/blog/2025/12/24/ais-structured-output-the-ultimate-automation-cheat-code.md
Published: 24 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use structured LLM output to feed content into n8n, CMS systems, and ad platforms, with no manual cleanup between steps.

### Creative Diffing: How AI Marketing Agencies Run Smarter Content QA

URL: https://coey.com/resources/blog/2025/12/23/creative-diffing-the-secret-to-smarter-qa
Markdown: https://coey.com/resources/blog/2025/12/23/creative-diffing-the-secret-to-smarter-qa.md
Published: 23 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use creative diffing to automate content QA, track revisions, and keep brand consistency across automated pipelines.

### GLM-4.7: Open Model Built for Agent Workflows

URL: https://coey.com/resources/blog/2025/12/23/glm-4-7-open-model-built-for-agent-workflows
Markdown: https://coey.com/resources/blog/2025/12/23/glm-4-7-open-model-built-for-agent-workflows.md
Published: 23 December 2025
Authors: Team COEY
Topics: AI Industry News
Summary: GLM 4.7 is an open model built for agent workflows. What the new weights unlock for AI marketing automation, on prem agents, and content ops pipelines.

### InVideo Sora Character Targets AI Video Face Drift

URL: https://coey.com/resources/blog/2025/12/22/invideo-sora-character-targets-ai-video-face-drift
Markdown: https://coey.com/resources/blog/2025/12/22/invideo-sora-character-targets-ai-video-face-drift.md
Published: 22 December 2025
Authors: Team COEY
Topics: AI Video News
Summary: InVideo Sora Character targets AI video face drift head on. What it unlocks for AI marketing automation and brand consistent generative video ad ops.

### Unsexy Revolution in AI Automation Contracts

URL: https://coey.com/resources/blog/2025/12/22/unsexy-revolution-in-ai-automation-contracts
Markdown: https://coey.com/resources/blog/2025/12/22/unsexy-revolution-in-ai-automation-contracts.md
Published: 22 December 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: The unsexy revolution in AI automation contracts is quietly reshaping AI marketing agencies. A look at terms, liability, and the new compliance stack.

### Meta Puts GenAI Inside Ads Manager: What You Can Automate

URL: https://coey.com/resources/blog/2025/12/21/meta-puts-genai-inside-ads-manager-what-you-can-automate
Markdown: https://coey.com/resources/blog/2025/12/21/meta-puts-genai-inside-ads-manager-what-you-can-automate.md
Published: 21 December 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Meta puts GenAI inside Ads Manager. A practical breakdown of what you can actually automate today for AI marketing automation and performance ad ops.

### Qwen Layered Images: Editable RGBA Design Files

URL: https://coey.com/resources/blog/2025/12/21/qwen-layered-images-editable-rgba-design-files
Markdown: https://coey.com/resources/blog/2025/12/21/qwen-layered-images-editable-rgba-design-files.md
Published: 21 December 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Qwen Layered Images outputs editable RGBA design files. What it unlocks for AI marketing automation, on brand ad creative, and designer friendly ops.

### The Autonomous Intern Problem: Why AI Marketing Agencies Need Oversight

URL: https://coey.com/resources/blog/2025/12/21/the-autonomous-intern-problem-in-marketing-automation
Markdown: https://coey.com/resources/blog/2025/12/21/the-autonomous-intern-problem-in-marketing-automation.md
Published: 21 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies solve the autonomous intern problem with human-in-the-loop workflows in n8n and Claude Cowork that keep AI supervised.

### Gemini in Google Ads: Campaigns Start via Chat

URL: https://coey.com/resources/blog/2025/12/20/gemini-in-google-ads-campaigns-start-via-chat
Markdown: https://coey.com/resources/blog/2025/12/20/gemini-in-google-ads-campaigns-start-via-chat.md
Published: 20 December 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Gemini in Google Ads lets you start campaigns via chat. What it unlocks for AI marketing automation and the new assistant native paid media workflows.

### Salesforce Agentforce Sales Lands Inside ChatGPT

URL: https://coey.com/resources/blog/2025/12/19/salesforce-agentforce-sales-lands-inside-chatgpt
Markdown: https://coey.com/resources/blog/2025/12/19/salesforce-agentforce-sales-lands-inside-chatgpt.md
Published: 19 December 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Salesforce Agentforce Sales lands inside ChatGPT. What that shift means for AI marketing automation, pipeline, and assistant native sales workflows.

### The Metadata War That Will Decide Which AI Marketing Agencies Win

URL: https://coey.com/resources/blog/2025/12/19/metadata-war-that-will-decide-ai-winners
Markdown: https://coey.com/resources/blog/2025/12/19/metadata-war-that-will-decide-ai-winners.md
Published: 19 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: The metadata war that will decide which AI marketing agencies win. A look at structured data, provenance, and the new competitive moat in 2026 SEO.

### ChatGPT Apps Directory Makes Chat a Work OS

URL: https://coey.com/resources/blog/2025/12/18/chatgpt-apps-directory-makes-chat-a-work-os
Markdown: https://coey.com/resources/blog/2025/12/18/chatgpt-apps-directory-makes-chat-a-work-os.md
Published: 18 December 2025
Authors: Team COEY
Topics: AI LLM News
Summary: ChatGPT Apps Directory makes chat a work OS. What the new surface unlocks for AI marketing automation, distribution, and assistant native product ops.

### The Silent AI Takeover of Your CMS: What Brands and Agencies Should Know

URL: https://coey.com/resources/blog/2025/12/18/the-silent-takeover-of-your-cms
Markdown: https://coey.com/resources/blog/2025/12/18/the-silent-takeover-of-your-cms.md
Published: 18 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Learn how forward-thinking brands and AI marketing agencies are adapting their CMS strategy to the quiet AI takeover reshaping content management.

### Chrome Android Turns Webpages Into AI Mini Podcasts

URL: https://coey.com/resources/blog/2025/12/17/chrome-android-turns-webpages-into-ai-mini-podcasts
Markdown: https://coey.com/resources/blog/2025/12/17/chrome-android-turns-webpages-into-ai-mini-podcasts.md
Published: 17 December 2025
Authors: Team COEY
Topics: AI Audio News
Summary: Chrome on Android turns webpages into AI mini podcasts. What that unlocks for AI marketing automation, content distribution, and audio first campaigns.

### GPT Image 1.5 Makes Image Ops 4x Faster

URL: https://coey.com/resources/blog/2025/12/17/gpt-image-1-5-makes-image-ops-4x-faster
Markdown: https://coey.com/resources/blog/2025/12/17/gpt-image-1-5-makes-image-ops-4x-faster.md
Published: 17 December 2025
Authors: Team COEY
Topics: AI Industry News
Summary: GPT Image 1.5 makes image ops 4x faster on the API. What it unlocks for AI marketing automation and high throughput ad creative generation at scale.

### Meta AI Chat Prompts Now Influence Your Ads

URL: https://coey.com/resources/blog/2025/12/17/meta-ai-chat-prompts-now-influence-your-ads
Markdown: https://coey.com/resources/blog/2025/12/17/meta-ai-chat-prompts-now-influence-your-ads.md
Published: 17 December 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Meta AI chat prompts now influence your ads, a quiet targeting shift. What it means for AI marketing automation and the new intent signal landscape today.

### Policy Automation: How AI Marketing Agencies Tame Content Chaos

URL: https://coey.com/resources/blog/2025/12/17/policy-automation-taming-ai-content-chaos
Markdown: https://coey.com/resources/blog/2025/12/17/policy-automation-taming-ai-content-chaos.md
Published: 17 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use automated policy enforcement across n8n and Claude to keep every piece of AI content compliant and firmly on brand.

### The Receipts Gap: Why AI Content Fails

URL: https://coey.com/resources/blog/2025/12/17/the-receipts-gap-why-ai-content-fails
Markdown: https://coey.com/resources/blog/2025/12/17/the-receipts-gap-why-ai-content-fails.md
Published: 17 December 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: The receipts gap is why AI content fails. A practical guide for AI marketing agencies on provenance, trust signals, and building credibility with readers.

### FLUX.2 Makes Image Generation Finally Automatable

URL: https://coey.com/resources/blog/2025/12/16/flux-2-makes-image-generation-finally-automatable
Markdown: https://coey.com/resources/blog/2025/12/16/flux-2-makes-image-generation-finally-automatable.md
Published: 16 December 2025
Authors: Team COEY
Topics: AI Industry News
Summary: FLUX.2 makes image generation finally automatable in production pipelines. What it unlocks for AI marketing automation and brand consistent ad creative.

### Google Pomelli and AI Advisors Reshape Campaign Automation for Agencies

URL: https://coey.com/resources/blog/2025/12/16/google-pomelli-and-advisors-reshape-campaign-automation
Markdown: https://coey.com/resources/blog/2025/12/16/google-pomelli-and-advisors-reshape-campaign-automation.md
Published: 16 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See what Google Pomelli and AI advisor tools mean for brands and AI marketing agencies running automated campaign workflows at enterprise scale.

### Meta SAM Audio Makes Editing Promptable

URL: https://coey.com/resources/blog/2025/12/16/meta-sam-audio-makes-editing-promptable
Markdown: https://coey.com/resources/blog/2025/12/16/meta-sam-audio-makes-editing-promptable.md
Published: 16 December 2025
Authors: Team COEY
Topics: AI Audio News
Summary: Meta SAM Audio makes editing promptable. What the new segmentation model unlocks for AI marketing automation, audio ad ops, and podcast production teams.

### Nemotron-3 Makes Open Agentic AI Production-Ready

URL: https://coey.com/resources/blog/2025/12/16/nemotron-3-makes-open-agentic-ai-production-ready
Markdown: https://coey.com/resources/blog/2025/12/16/nemotron-3-makes-open-agentic-ai-production-ready.md
Published: 16 December 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Nemotron 3 makes open agentic AI production ready on enterprise infra. What it unlocks for AI marketing automation, on prem agents, and content ops teams.

### Taming Agentic AI for Marketing Compliance: An Agency Playbook

URL: https://coey.com/resources/blog/2025/12/15/taming-agentic-ai-for-marketing-compliance
Markdown: https://coey.com/resources/blog/2025/12/15/taming-agentic-ai-for-marketing-compliance.md
Published: 15 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies build compliant agentic workflows with n8n, Claude Cowork, and OpenClaw, keeping autonomous AI safely inside policy.

### AI Creative Testing Without Burning Your Brand: Lessons for Marketing Agencies

URL: https://coey.com/resources/blog/2025/12/14/ai-creative-testing-without-burning-your-brand
Markdown: https://coey.com/resources/blog/2025/12/14/ai-creative-testing-without-burning-your-brand.md
Published: 14 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies test AI creative fast with safety nets, iterating on generative content without putting brand reputation at risk.

### AI Localization for Marketing Agencies: Ship Fast, Stay on Brand

URL: https://coey.com/resources/blog/2025/12/13/localization-ai-ship-fast-avoid-getting-canceled
Markdown: https://coey.com/resources/blog/2025/12/13/localization-ai-ship-fast-avoid-getting-canceled.md
Published: 13 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use localization automation to ship multilingual campaigns fast, staying on brand and avoiding costly cultural missteps.

### LLM Powerhouses: GPT-5.2, Gemini, DeepSeek Transform Workflows

URL: https://coey.com/resources/blog/2025/12/12/llm-powerhouses-gpt-5-2-gemini-deepseek-transform-workflows
Markdown: https://coey.com/resources/blog/2025/12/12/llm-powerhouses-gpt-5-2-gemini-deepseek-transform-workflows.md
Published: 12 December 2025
Authors: Team COEY
Topics: AI LLM News
Summary: LLM powerhouses GPT 5.2, Gemini, and DeepSeek transform workflows. A practical look at what they unlock for AI marketing automation and content ops teams.

### On-Device AI: A Secret Weapon for AI Marketing Agencies

URL: https://coey.com/resources/blog/2025/12/12/on-device-ai-your-secret-marketing-superpower
Markdown: https://coey.com/resources/blog/2025/12/12/on-device-ai-your-secret-marketing-superpower.md
Published: 12 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use on-device AI models to deliver faster, more private personalized experiences at the edge of the customer journey.

### On-Device AI Is the Next Edge for Marketing Agencies and Brands

URL: https://coey.com/resources/blog/2025/12/11/on-device-ai-is-your-next-marketing-edge
Markdown: https://coey.com/resources/blog/2025/12/11/on-device-ai-is-your-next-marketing-edge.md
Published: 11 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: On device AI is the next edge for marketing agencies and brands. What the shift means for AI marketing automation, privacy, and real time campaign ops.

### The Evaluator Layer: What's Missing in Most AI Marketing Agency Stacks

URL: https://coey.com/resources/blog/2025/12/10/evaluator-layer-the-missing-link-in-ai-marketing
Markdown: https://coey.com/resources/blog/2025/12/10/evaluator-layer-the-missing-link-in-ai-marketing.md
Published: 10 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies add evaluator layers to their automation stacks, catching AI errors and quality drift before any content reaches audiences.

### Welcome to the Licensed Retrieval Era

URL: https://coey.com/resources/blog/2025/12/09/welcome-to-the-licensed-retrieval-era
Markdown: https://coey.com/resources/blog/2025/12/09/welcome-to-the-licensed-retrieval-era.md
Published: 9 December 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Welcome to the licensed retrieval era. A practical guide for AI marketing agencies on how to source, license, and use content in AI marketing automation.

### Explainable AI Meets Marketing Ops: What Agencies Need to Know

URL: https://coey.com/resources/blog/2025/12/08/explainable-ai-meets-marketing-ops
Markdown: https://coey.com/resources/blog/2025/12/08/explainable-ai-meets-marketing-ops.md
Published: 8 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies add explainability to marketing ops with structured workflows and audit trails that show why each AI decision was made.

### Workflow Automation in the Agent Era: What AI Marketing Agencies Call WCA

URL: https://coey.com/resources/blog/2025/12/07/workflow-automation-in-the-agent-era-wca-explained
Markdown: https://coey.com/resources/blog/2025/12/07/workflow-automation-in-the-agent-era-wca-explained.md
Published: 7 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Workflow automation in the agent era. A look at what AI marketing agencies call WCA and how it reshapes creative ops, campaign delivery, and reporting.

### Kling AI Now Enables Repeatable Video Automation

URL: https://coey.com/resources/blog/2025/12/06/kling-ai-now-enables-repeatable-video-automation
Markdown: https://coey.com/resources/blog/2025/12/06/kling-ai-now-enables-repeatable-video-automation.md
Published: 6 December 2025
Authors: Team COEY
Topics: AI Video News
Summary: Kling AI now enables repeatable video automation, a long requested feature. What it unlocks for AI marketing automation and generative video ad pipelines.

### Your Content Needs a Syndication Feed for AI: A Guide for Brands and Agencies

URL: https://coey.com/resources/blog/2025/12/06/your-content-needs-a-syndication-feed-for-ai
Markdown: https://coey.com/resources/blog/2025/12/06/your-content-needs-a-syndication-feed-for-ai.md
Published: 6 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Your content needs a syndication feed for AI. A practical guide for AI marketing agencies and brands on feeding assistants, RAG, and answer engines.

### Provenance-First Automation: How AI Marketing Agencies Prove Content Origins

URL: https://coey.com/resources/blog/2025/12/05/provenance-first-automation-for-ai-marketers
Markdown: https://coey.com/resources/blog/2025/12/05/provenance-first-automation-for-ai-marketers.md
Published: 5 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies build provenance into AI automation, proving where every piece of generated content came from for trust and compliance.

### Video Automation Goes Audio Native: What AI Marketing Agencies Should Know

URL: https://coey.com/resources/blog/2025/12/03/video-automation-goes-audio-native
Markdown: https://coey.com/resources/blog/2025/12/03/video-automation-goes-audio-native.md
Published: 3 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies combine video and audio generation into unified pipelines, using n8n and generative AI to ship audio-native campaigns.

### Automating Trust In AI Content

URL: https://coey.com/resources/blog/2025/12/02/automating-trust-in-ai-content
Markdown: https://coey.com/resources/blog/2025/12/02/automating-trust-in-ai-content.md
Published: 2 December 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Automating trust in AI content is the next frontier for AI marketing agencies. A practical guide to provenance, review, and brand safe content ops.

### Runway Gen-4.5: Top-Rated AI Video Goes Pro

URL: https://coey.com/resources/blog/2025/12/02/runway-gen-4-5-top-rated-ai-video-goes-pro
Markdown: https://coey.com/resources/blog/2025/12/02/runway-gen-4-5-top-rated-ai-video-goes-pro.md
Published: 2 December 2025
Authors: Team COEY
Topics: AI Video News
Summary: Runway Gen 4.5 is a top rated AI video model that finally goes pro. What it unlocks for AI marketing automation and high end generative video ad ops.

### AI-Native DAM Is Your New Marketing OS: A Playbook for Brands and Agencies

URL: https://coey.com/resources/blog/2025/12/01/ai-native-dam-is-your-new-marketing-os
Markdown: https://coey.com/resources/blog/2025/12/01/ai-native-dam-is-your-new-marketing-os.md
Published: 1 December 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: AI native DAM is your new marketing OS. A playbook for brands and agencies rebuilding content workflows around AI marketing automation and generative ops.

### Stop Filing Assets, Start Asset Graphing: How AI Marketing Agencies Organize Content

URL: https://coey.com/resources/blog/2025/11/30/stop-filing-assets-start-asset-graphing
Markdown: https://coey.com/resources/blog/2025/11/30/stop-filing-assets-start-asset-graphing.md
Published: 30 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies ditch folders for asset graphs and AI tagging, making every creative file instantly findable across automated pipelines.

### Alibaba’s Z-Image Targets Photorealism on a Budget

URL: https://coey.com/resources/blog/2025/11/29/alibabas-z-image-targets-photorealism-on-a-budget
Markdown: https://coey.com/resources/blog/2025/11/29/alibabas-z-image-targets-photorealism-on-a-budget.md
Published: 29 November 2025
Authors: Team COEY
Topics: AI Image News
Summary: Alibaba's Z Image targets photorealism on a budget. What it unlocks for AI marketing automation, ad creative ops, and affordable brand image pipelines.

### Provenance Pipelines Supercharge AI Marketing

URL: https://coey.com/resources/blog/2025/11/29/provenance-pipelines-supercharge-ai-marketing
Markdown: https://coey.com/resources/blog/2025/11/29/provenance-pipelines-supercharge-ai-marketing.md
Published: 29 November 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Provenance pipelines supercharge AI marketing. A practical guide for AI marketing agencies building trust, traceability, and compliance into content ops.

### Cache Smarter: AI Growth on a Budget

URL: https://coey.com/resources/blog/2025/11/28/cache-smarter-ai-growth-on-a-budget
Markdown: https://coey.com/resources/blog/2025/11/28/cache-smarter-ai-growth-on-a-budget.md
Published: 28 November 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Cache smarter and grow your AI marketing stack on a budget. A practical guide for AI marketing agencies on semantic caching, cost control, and latency.

### Answer Commerce: How AI Overviews and Agents Change the Game for Marketing Agencies

URL: https://coey.com/resources/blog/2025/11/27/answer-commerce-geo-agents-and-ai-overviews
Markdown: https://coey.com/resources/blog/2025/11/27/answer-commerce-geo-agents-and-ai-overviews.md
Published: 27 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies help brands stay visible in answer commerce, as AI overviews and agents reshape how customers find and buy products.

### Automate Creator Ops Without Burning Out: An AI Agency Approach

URL: https://coey.com/resources/blog/2025/11/26/automate-creator-ops-without-burning-out
Markdown: https://coey.com/resources/blog/2025/11/26/automate-creator-ops-without-burning-out.md
Published: 26 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies automate creator operations with n8n and Claude, managing briefs, workflows, and approvals without burning out your team.

### FLUX.2 Drops: Open Image Model Rivals Giants

URL: https://coey.com/resources/blog/2025/11/25/flux-2-drops-open-image-model-rivals-giants
Markdown: https://coey.com/resources/blog/2025/11/25/flux-2-drops-open-image-model-rivals-giants.md
Published: 25 November 2025
Authors: Team COEY
Topics: AI Image News
Summary: FLUX.2 drops as an open image model that rivals the giants. What it unlocks for AI marketing automation and open source friendly ad creative pipelines.

### Gemini 3 vs ChatGPT: Future-Proof Your AI Stack

URL: https://coey.com/resources/blog/2025/11/25/gemini-3-vs-chatgpt-future-proof-your-ai-stack
Markdown: https://coey.com/resources/blog/2025/11/25/gemini-3-vs-chatgpt-future-proof-your-ai-stack.md
Published: 25 November 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Gemini 3 versus ChatGPT: how to future proof your AI stack. A practical buyer guide for AI marketing agencies choosing models for automation workflows.

### Synthetic Focus Groups: How AI Marketing Agencies Test Creative Faster

URL: https://coey.com/resources/blog/2025/11/25/synthetic-focus-groups-for-smarter-creative
Markdown: https://coey.com/resources/blog/2025/11/25/synthetic-focus-groups-for-smarter-creative.md
Published: 25 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies use synthetic focus groups to test creative concepts in hours, not weeks, speeding campaign decisions without losing rigor.

### Automating Creator Marketing Without Killing the Vibe: An Agency Guide

URL: https://coey.com/resources/blog/2025/11/24/automating-creator-marketing-without-killing-vibe
Markdown: https://coey.com/resources/blog/2025/11/24/automating-creator-marketing-without-killing-vibe.md
Published: 24 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies automate creator and influencer campaigns with n8n and Claude, balancing efficiency with authentic brand storytelling.

### CRM Agents Are Transforming Go-to-Market for Brands and AI Agencies

URL: https://coey.com/resources/blog/2025/11/23/crm-agents-are-transforming-go-to-market
Markdown: https://coey.com/resources/blog/2025/11/23/crm-agents-are-transforming-go-to-market.md
Published: 23 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: See how AI marketing agencies deploy CRM agents that automate go-to-market motions, nurture leads, and close deals without losing the human touch.

### ElevenLabs Evolves Into Full-Stack AI Studio

URL: https://coey.com/resources/blog/2025/11/23/elevenlabs-evolves-into-full-stack-ai-studio
Markdown: https://coey.com/resources/blog/2025/11/23/elevenlabs-evolves-into-full-stack-ai-studio.md
Published: 23 November 2025
Authors: Team COEY
Topics: AI Industry News
Summary: ElevenLabs evolves into a full stack AI studio. What the new suite unlocks for AI marketing automation, voice agents, and brand audio generation at scale.

### Localization Is Now an Automation Problem

URL: https://coey.com/resources/blog/2025/11/22/localization-is-now-an-automation-problem
Markdown: https://coey.com/resources/blog/2025/11/22/localization-is-now-an-automation-problem.md
Published: 22 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Localization is now an automation problem, not a translation one. A practical guide for AI marketing agencies building multilingual content ops that ship.

### Synthetic Audiences: The New Focus Group Revolution

URL: https://coey.com/resources/blog/2025/11/21/synthetic-audiences-the-new-focus-group-revolution
Markdown: https://coey.com/resources/blog/2025/11/21/synthetic-audiences-the-new-focus-group-revolution.md
Published: 21 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Synthetic audiences are the new focus group revolution. A practical guide for AI marketing agencies on simulation, research, and generative insight ops.

### Agent App Stores: Ops’ New Control Panel

URL: https://coey.com/resources/blog/2025/11/20/agent-app-stores-ops-new-control-panel
Markdown: https://coey.com/resources/blog/2025/11/20/agent-app-stores-ops-new-control-panel.md
Published: 20 November 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Agent app stores are your ops team's new control panel. A look at what they unlock for AI marketing automation, agent governance, and workflow discovery.

### Google Nano Banana Pro: Automation-Ready Image Model

URL: https://coey.com/resources/blog/2025/11/20/google-nano-banana-pro-automation-ready-image-model
Markdown: https://coey.com/resources/blog/2025/11/20/google-nano-banana-pro-automation-ready-image-model.md
Published: 20 November 2025
Authors: Team COEY
Topics: AI Image News
Summary: Google Nano Banana Pro is an automation ready image model. What it unlocks for AI marketing automation, ad creative pipelines, and brand image workflows.

### Practical AI Automation: Gemini 3, SAM 3, CORE-1

URL: https://coey.com/resources/blog/2025/11/19/practical-ai-automation-gemini-3-sam-3-core-1
Markdown: https://coey.com/resources/blog/2025/11/19/practical-ai-automation-gemini-3-sam-3-core-1.md
Published: 19 November 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Practical AI automation with Gemini 3, SAM 3, and CORE 1. A working guide for AI marketing automation teams shipping real workflows on the latest stack.

### Shadow Mode Agents: Memory Hygiene Secrets

URL: https://coey.com/resources/blog/2025/11/19/shadow-mode-agents-memory-hygiene-secrets
Markdown: https://coey.com/resources/blog/2025/11/19/shadow-mode-agents-memory-hygiene-secrets.md
Published: 19 November 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Shadow mode agents and memory hygiene secrets every AI marketing agency should know. A practical guide to safe rollouts in AI marketing automation today.

### Build Credential Native Content Pipelines

URL: https://coey.com/resources/blog/2025/11/18/build-credential-native-content-pipelines
Markdown: https://coey.com/resources/blog/2025/11/18/build-credential-native-content-pipelines.md
Published: 18 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Build credential native content pipelines that keep AI marketing automation honest. A practical guide to provenance, trust, and signed content at scale.

### Google Gemini 3 Arrives: What’s Real Now?

URL: https://coey.com/resources/blog/2025/11/18/google-gemini-3-arrives-whats-real-now
Markdown: https://coey.com/resources/blog/2025/11/18/google-gemini-3-arrives-whats-real-now.md
Published: 18 November 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Google Gemini 3 arrives. What is actually real now and what AI marketing automation teams can ship today with the new reasoning, vision, and agent features.

### Qwen, Grok, GPT‑5.1: AI Assistants Get Real

URL: https://coey.com/resources/blog/2025/11/18/qwen-grok-gpt-5-1-ai-assistants-get-real
Markdown: https://coey.com/resources/blog/2025/11/18/qwen-grok-gpt-5-1-ai-assistants-get-real.md
Published: 18 November 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Qwen, Grok, and GPT 5.1 make AI assistants get real. A practical look at what they unlock for AI marketing automation, research, and content ops teams.

### AI FinOps For Modern Marketers

URL: https://coey.com/resources/blog/2025/11/17/ai-finops-for-modern-marketers
Markdown: https://coey.com/resources/blog/2025/11/17/ai-finops-for-modern-marketers.md
Published: 17 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: AI FinOps for modern marketers. A practical guide for AI marketing agencies on tracking spend, routing models, and keeping AI automation on budget.

### Automation Portfolios, Not AI Replacements

URL: https://coey.com/resources/blog/2025/11/16/automation-portfolios-not-ai-replacements
Markdown: https://coey.com/resources/blog/2025/11/16/automation-portfolios-not-ai-replacements.md
Published: 16 November 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Automation portfolios, not AI replacements. A practical framework for AI marketing agencies choosing where to automate and where humans still win today.

### Anthropic Open-Sources Audit for AI Neutrality

URL: https://coey.com/resources/blog/2025/11/15/anthropic-open-sources-audit-for-ai-neutrality
Markdown: https://coey.com/resources/blog/2025/11/15/anthropic-open-sources-audit-for-ai-neutrality.md
Published: 15 November 2025
Authors: Team COEY
Topics: AI Open Source
Summary: Anthropic open sources an audit for AI neutrality. What it unlocks for AI marketing automation, brand safety reviews, and responsible content pipelines.

### Model Routers: The New Marketing Switchboard

URL: https://coey.com/resources/blog/2025/11/15/model-routers-the-new-marketing-switchboard
Markdown: https://coey.com/resources/blog/2025/11/15/model-routers-the-new-marketing-switchboard.md
Published: 15 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Model routers are the new marketing switchboard. A practical guide for AI marketing agencies on routing tasks, models, and budgets in AI marketing ops.

### Structured Generation Is the New Automation API

URL: https://coey.com/resources/blog/2025/11/14/structured-generation-is-the-new-automation-api
Markdown: https://coey.com/resources/blog/2025/11/14/structured-generation-is-the-new-automation-api.md
Published: 14 November 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Structured generation is the new automation API. A practical guide for AI marketing agencies on JSON mode, schemas, and reliable AI marketing automation.

### Automating the Screen: UI Agents Go Pro

URL: https://coey.com/resources/blog/2025/11/13/automating-the-screen-ui-agents-go-pro
Markdown: https://coey.com/resources/blog/2025/11/13/automating-the-screen-ui-agents-go-pro.md
Published: 13 November 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Automating the screen: UI agents go pro. A practical look at what they unlock for AI marketing automation, web workflows, and assistant driven ad buying.

### ChatGPT 5.1 Instant vs Thinking Explained

URL: https://coey.com/resources/blog/2025/11/13/chatgpt-5-1-instant-vs-thinking-explained
Markdown: https://coey.com/resources/blog/2025/11/13/chatgpt-5-1-instant-vs-thinking-explained.md
Published: 13 November 2025
Authors: Team COEY
Topics: AI LLM News
Summary: ChatGPT 5.1 Instant versus Thinking, explained. A practical guide for AI marketing agencies choosing reasoning modes for automation and content workflows.

### ERNIE 5.0 Launches as Omnimodal Flagship

URL: https://coey.com/resources/blog/2025/11/13/ernie-5-0-launches-as-omnimodal-flagship
Markdown: https://coey.com/resources/blog/2025/11/13/ernie-5-0-launches-as-omnimodal-flagship.md
Published: 13 November 2025
Authors: Team COEY
Topics: AI Industry News
Summary: ERNIE 5.0 launches as Baidu's omnimodal flagship. What the new model unlocks for AI marketing automation, multilingual content ops, and agent workflows.

### Four Breakthrough AI Models Powering Smarter Automation

URL: https://coey.com/resources/blog/2025/11/12/four-breakthrough-ai-models-powering-smarter-automation
Markdown: https://coey.com/resources/blog/2025/11/12/four-breakthrough-ai-models-powering-smarter-automation.md
Published: 12 November 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Four breakthrough AI models powering smarter automation. A practical look at what they unlock for AI marketing automation, content ops, and agent workflows.

### Proof-First Automation: Modern Retrieval Stack

URL: https://coey.com/resources/blog/2025/11/12/proof-first-automation-modern-retrieval-stack
Markdown: https://coey.com/resources/blog/2025/11/12/proof-first-automation-modern-retrieval-stack.md
Published: 12 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Proof first automation is the modern retrieval stack for AI marketing. A practical guide for agencies on RAG, citations, and trustworthy content ops today.

### Build Transcreation Engines Not Translation Pipelines

URL: https://coey.com/resources/blog/2025/11/11/build-transcreation-engines-not-translation-pipelines
Markdown: https://coey.com/resources/blog/2025/11/11/build-transcreation-engines-not-translation-pipelines.md
Published: 11 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Build transcreation engines, not translation pipelines. A practical guide for AI marketing agencies on multilingual content ops and localization automation.

### AI Video Ads People Actually Trust

URL: https://coey.com/resources/blog/2025/11/10/ai-video-ads-people-actually-trust
Markdown: https://coey.com/resources/blog/2025/11/10/ai-video-ads-people-actually-trust.md
Published: 10 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: AI video ads people actually trust. A practical guide for AI marketing agencies on provenance, consent, and generative video that reads as authentic.

### GEMPIX2 Rumors: Awaiting Google’s Next Image Leap

URL: https://coey.com/resources/blog/2025/11/09/gempix2-rumors-awaiting-googles-next-image-leap
Markdown: https://coey.com/resources/blog/2025/11/09/gempix2-rumors-awaiting-googles-next-image-leap.md
Published: 9 November 2025
Authors: Team COEY
Topics: AI Image News
Summary: GEMPIX2 rumors swirl while marketers await Google's next image leap. What the shift signals for AI marketing automation and generative image ad pipelines.

### Hyperpersonalized AI Ads Without Losing the Plot

URL: https://coey.com/resources/blog/2025/11/09/hyperpersonalized-ai-ads-without-losing-the-plot
Markdown: https://coey.com/resources/blog/2025/11/09/hyperpersonalized-ai-ads-without-losing-the-plot.md
Published: 9 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Hyperpersonalized AI ads without losing the plot. A practical guide for AI marketing agencies on creative automation, brand safety, and scaled relevance.

### Automation Unlocked: Open AI Models Take Center Stage

URL: https://coey.com/resources/blog/2025/11/08/automation-unlocked-open-ai-models-take-center-stage
Markdown: https://coey.com/resources/blog/2025/11/08/automation-unlocked-open-ai-models-take-center-stage.md
Published: 8 November 2025
Authors: Team COEY
Topics: AI Open Source
Summary: Automation unlocked as open AI models take center stage. A practical look at what they unlock for AI marketing automation, on prem agents, and content ops.

### China’s Open-Source AI: K2 Thinking and HunyuanWorld-Mirror

URL: https://coey.com/resources/blog/2025/11/08/chinas-open-source-ai-k2-thinking-and-hunyuanworld-mirror
Markdown: https://coey.com/resources/blog/2025/11/08/chinas-open-source-ai-k2-thinking-and-hunyuanworld-mirror.md
Published: 8 November 2025
Authors: Team COEY
Topics: AI Open Source
Summary: China's open source AI wave: K2 Thinking and HunyuanWorld Mirror. What the new releases unlock for AI marketing automation and generative content ops.

### Rebuilding Audience Targeting for AI Assistants

URL: https://coey.com/resources/blog/2025/11/08/rebuilding-audience-targeting-for-ai-assistants
Markdown: https://coey.com/resources/blog/2025/11/08/rebuilding-audience-targeting-for-ai-assistants.md
Published: 8 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Rebuilding audience targeting for AI assistants. A practical guide for AI marketing agencies on intent, retrieval, and assistant native campaign ops.

### Stop the Scroll of Dread: Authentic AI Ads

URL: https://coey.com/resources/blog/2025/11/07/stop-the-scroll-of-dread-authentic-ai-ads
Markdown: https://coey.com/resources/blog/2025/11/07/stop-the-scroll-of-dread-authentic-ai-ads.md
Published: 7 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Stop the scroll of dread with authentic AI ads. A practical guide for AI marketing agencies on provenance, trust cues, and generative creative that lands.

### Outrun Rivals With AI Competitive Loops

URL: https://coey.com/resources/blog/2025/11/06/outrun-rivals-with-ai-competitive-loops
Markdown: https://coey.com/resources/blog/2025/11/06/outrun-rivals-with-ai-competitive-loops.md
Published: 6 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Outrun rivals with AI competitive loops. A practical guide for AI marketing agencies on building always on competitor intel and response automation ops.

### Buying Media in AI Answer Engines

URL: https://coey.com/resources/blog/2025/11/05/buying-media-in-ai-answer-engines
Markdown: https://coey.com/resources/blog/2025/11/05/buying-media-in-ai-answer-engines.md
Published: 5 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Buying media in AI answer engines is the new frontier. A practical guide for AI marketing agencies on assistant native ads, intent, and campaign ops.

### Chutes Expands OpenAI Compatibility for Builders

URL: https://coey.com/resources/blog/2025/11/05/chutes-expands-openai-compatibility-for-builders
Markdown: https://coey.com/resources/blog/2025/11/05/chutes-expands-openai-compatibility-for-builders.md
Published: 5 November 2025
Authors: Team COEY
Topics: AI Open Source
Summary: Chutes expands OpenAI compatibility for builders. What the new surface unlocks for AI marketing automation, model routing, and agent workflows at scale.

### Whistles, Crests, Cockatiel Chaos

URL: https://coey.com/resources/blog/2025/11/05/whistles-crests-cockatiel-chaos
Markdown: https://coey.com/resources/blog/2025/11/05/whistles-crests-cockatiel-chaos.md
Published: 5 November 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Whistles, crests, cockatiel chaos. A surprising look at what animal creativity teaches AI marketing agencies about brand voice and generative ad ops.

### SMB Copilots Become Modern Marketing Teams

URL: https://coey.com/resources/blog/2025/11/04/smb-copilots-become-modern-marketing-teams
Markdown: https://coey.com/resources/blog/2025/11/04/smb-copilots-become-modern-marketing-teams.md
Published: 4 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: SMB copilots become modern marketing teams. A practical guide for AI marketing agencies on what to automate for small business clients in 2026 and beyond.

### What’s Automatable Now: Qwen3, Edge Models, Multimodal AI

URL: https://coey.com/resources/blog/2025/11/04/whats-automatable-now-qwen3-edge-models-multimodal-ai
Markdown: https://coey.com/resources/blog/2025/11/04/whats-automatable-now-qwen3-edge-models-multimodal-ai.md
Published: 4 November 2025
Authors: Team COEY
Topics: AI Industry News
Summary: What is automatable now: Qwen3, edge models, and multimodal AI. A working guide for AI marketing automation teams shipping on the latest open stack today.

### AI Compute Deals Reset Creative Automation

URL: https://coey.com/resources/blog/2025/11/03/ai-compute-deals-reset-creative-automation
Markdown: https://coey.com/resources/blog/2025/11/03/ai-compute-deals-reset-creative-automation.md
Published: 3 November 2025
Authors: Team COEY
Topics: AI Industry News
Summary: AI compute deals reset creative automation economics. What the shift means for AI marketing agencies building generative video and image ad pipelines.

### Newsletter Machines That Run On Truth

URL: https://coey.com/resources/blog/2025/11/03/newsletter-machines-that-run-on-truth
Markdown: https://coey.com/resources/blog/2025/11/03/newsletter-machines-that-run-on-truth.md
Published: 3 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Newsletter machines that run on truth. A practical guide for AI marketing agencies on provenance, RAG, and building trustworthy AI content automation ops.

### Brand DNA Engines: Your Automated Marketing Backbone

URL: https://coey.com/resources/blog/2025/11/02/brand-dna-engines-your-automated-marketing-backbone
Markdown: https://coey.com/resources/blog/2025/11/02/brand-dna-engines-your-automated-marketing-backbone.md
Published: 2 November 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Brand DNA engines are your automated marketing backbone. A practical guide for AI marketing agencies on voice, tone, and generative consistency at scale.

### Emu3.5 Lands: Multimodal Ambition Meets Reality

URL: https://coey.com/resources/blog/2025/11/01/emu3-5-lands-multimodal-ambition-meets-reality
Markdown: https://coey.com/resources/blog/2025/11/01/emu3-5-lands-multimodal-ambition-meets-reality.md
Published: 1 November 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Emu3.5 lands as multimodal ambition meets reality. What the new model unlocks for AI marketing automation, generative ad creative, and content ops teams.

### Synthetic Consumers: The Next Wave in Marketing

URL: https://coey.com/resources/blog/2025/11/01/synthetic-consumers-the-next-wave-in-marketing
Markdown: https://coey.com/resources/blog/2025/11/01/synthetic-consumers-the-next-wave-in-marketing.md
Published: 1 November 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Synthetic consumers are the next wave in marketing research. A practical guide for AI marketing agencies on simulation, insight ops, and generative panels.

### Agentic CMS Is the Next Marketing OS

URL: https://coey.com/resources/blog/2025/10/31/agentic-cms-is-the-next-marketing-os
Markdown: https://coey.com/resources/blog/2025/10/31/agentic-cms-is-the-next-marketing-os.md
Published: 31 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Agentic CMS is the next marketing OS. A practical look at what it unlocks for AI marketing agencies, content ops, and end to end AI marketing automation.

### Claude Haiku 4.5: Fast, Affordable Automation

URL: https://coey.com/resources/blog/2025/10/31/claude-haiku-4-5-fast-affordable-automation
Markdown: https://coey.com/resources/blog/2025/10/31/claude-haiku-4-5-fast-affordable-automation.md
Published: 31 October 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Claude Haiku 4.5 lands as fast, affordable automation. What it unlocks for AI marketing automation, content ops, and high volume agent workflows today.

### Build or Rent Your AI Marketing Team?

URL: https://coey.com/resources/blog/2025/10/30/build-or-rent-your-ai-marketing-team
Markdown: https://coey.com/resources/blog/2025/10/30/build-or-rent-your-ai-marketing-team.md
Published: 30 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Build or rent your AI marketing team? A practical framework for AI marketing agencies and brands deciding where to hire, where to partner, and where to buy.

### Build a Multimodal Content Warehouse for Marketing

URL: https://coey.com/resources/blog/2025/10/29/build-a-multimodal-content-warehouse-for-marketing
Markdown: https://coey.com/resources/blog/2025/10/29/build-a-multimodal-content-warehouse-for-marketing.md
Published: 29 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Build a multimodal content warehouse for marketing. A guide for AI marketing agencies on storage, retrieval, and generative AI content ops at scale.

### NVIDIA Nemotron Nano 2: Practical Automation at Speed

URL: https://coey.com/resources/blog/2025/10/29/nvidia-nemotron-nano-2-practical-automation-at-speed
Markdown: https://coey.com/resources/blog/2025/10/29/nvidia-nemotron-nano-2-practical-automation-at-speed.md
Published: 29 October 2025
Authors: Team COEY
Topics: AI LLM News
Summary: NVIDIA Nemotron Nano 2 brings practical automation at speed. What it unlocks for AI marketing automation, on prem agents, and real time content workflows.

### Apple’s Pico-Banana-400K: Dataset Power for Image Editing

URL: https://coey.com/resources/blog/2025/10/28/apples-pico-banana-400k-dataset-power-for-image-editing
Markdown: https://coey.com/resources/blog/2025/10/28/apples-pico-banana-400k-dataset-power-for-image-editing.md
Published: 28 October 2025
Authors: Team COEY
Topics: AI Image News
Summary: Apple's Pico Banana 400K is dataset power for image editing. What it unlocks for AI marketing automation and the next wave of generative ad creative ops.

### On Device Marketing AI: A Smarter Edge

URL: https://coey.com/resources/blog/2025/10/28/on-device-marketing-ai-a-smarter-edge
Markdown: https://coey.com/resources/blog/2025/10/28/on-device-marketing-ai-a-smarter-edge.md
Published: 28 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: On device marketing AI is a smarter edge. A practical guide for AI marketing agencies on privacy, latency, and running generative AI close to the customer.

### Build Your AI Content Provenance Layer Fast

URL: https://coey.com/resources/blog/2025/10/27/build-your-ai-content-provenance-layer-fast
Markdown: https://coey.com/resources/blog/2025/10/27/build-your-ai-content-provenance-layer-fast.md
Published: 27 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Build your AI content provenance layer fast. A practical guide for AI marketing agencies on C2PA, signed content, and trustworthy AI marketing automation.

### Qualcomm and Intel Challenge Nvidia’s AI Lead

URL: https://coey.com/resources/blog/2025/10/27/qualcomm-and-intel-challenge-nvidias-ai-lead
Markdown: https://coey.com/resources/blog/2025/10/27/qualcomm-and-intel-challenge-nvidias-ai-lead.md
Published: 27 October 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Qualcomm and Intel challenge Nvidia's AI lead. What the chip shift means for AI marketing automation, edge deployment, and running generative ops at scale.

### Alibaba Open-Sources Tongyi DeepResearch Agent

URL: https://coey.com/resources/blog/2025/10/26/alibaba-open-sources-tongyi-deepresearch-agent
Markdown: https://coey.com/resources/blog/2025/10/26/alibaba-open-sources-tongyi-deepresearch-agent.md
Published: 26 October 2025
Authors: Team COEY
Topics: AI Open Source
Summary: Alibaba open sources the Tongyi DeepResearch agent. What it unlocks for AI marketing automation, research ops, and long horizon agent workflows in 2026.

### Assistant Native Ads Are Your Next Channel

URL: https://coey.com/resources/blog/2025/10/26/assistant-native-ads-are-your-next-channel
Markdown: https://coey.com/resources/blog/2025/10/26/assistant-native-ads-are-your-next-channel.md
Published: 26 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Assistant native ads are your next channel. A practical guide for AI marketing agencies on buying, measuring, and automating placements inside AI chat.

### Build Your AI Marketing Control Plane

URL: https://coey.com/resources/blog/2025/10/25/build-your-ai-marketing-control-plane
Markdown: https://coey.com/resources/blog/2025/10/25/build-your-ai-marketing-control-plane.md
Published: 25 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Build your AI marketing control plane. A practical guide for AI marketing agencies on routing, governance, and orchestrating AI marketing automation stacks.

### Seed3D 1.0: ByteDance Enters 3D Generation Race

URL: https://coey.com/resources/blog/2025/10/25/seed3d-1-0-bytedance-enters-3d-generation-race
Markdown: https://coey.com/resources/blog/2025/10/25/seed3d-1-0-bytedance-enters-3d-generation-race.md
Published: 25 October 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Seed3D 1.0 puts ByteDance in the 3D generation race. What it unlocks for AI marketing automation, 3D ad creative, and generative brand asset workflows.

### Lightricks LTX-2 Open Source: 4K, Audio, Automation

URL: https://coey.com/resources/blog/2025/10/24/lightricks-ltx-2-open-source-4k-audio-automation
Markdown: https://coey.com/resources/blog/2025/10/24/lightricks-ltx-2-open-source-4k-audio-automation.md
Published: 24 October 2025
Authors: Team COEY
Topics: AI Video News
Software: groundslate
Summary: Lightricks LTX 2 goes open source with 4K, audio, and automation. What it unlocks for AI marketing automation and end to end generative video ad pipelines.

### Your Next Agency Is a Platform, Here’s Why

URL: https://coey.com/resources/blog/2025/10/24/your-next-agency-is-a-platform-heres-why
Markdown: https://coey.com/resources/blog/2025/10/24/your-next-agency-is-a-platform-heres-why.md
Published: 24 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Your next agency is a platform, and here is why. A practical look at how AI marketing agencies reshape themselves around products, not just hours, in 2026.

### Alibaba's Qwen3-VL and Meshy 6 Preview: Big Upgrades

URL: https://coey.com/resources/blog/2025/10/23/alibabas-qwen3-vl-and-meshy-6-preview-big-upgrades
Markdown: https://coey.com/resources/blog/2025/10/23/alibabas-qwen3-vl-and-meshy-6-preview-big-upgrades.md
Published: 23 October 2025
Authors: Team COEY
Topics: AI Industry News
Software: groundslate
Summary: Alibaba's Qwen3 VL and Meshy 6 Preview bring big upgrades. What they unlock for AI marketing automation, 3D ad creative, and multimodal content workflows.

### OpenAI’s ChatGPT Atlas: New Browser, Real Gaps

URL: https://coey.com/resources/blog/2025/10/23/openais-chatgpt-atlas-new-browser-real-gaps
Markdown: https://coey.com/resources/blog/2025/10/23/openais-chatgpt-atlas-new-browser-real-gaps.md
Published: 23 October 2025
Authors: Team COEY
Topics: AI Industry News
Summary: OpenAI's ChatGPT Atlas is a new browser with real gaps. What the launch means for AI marketing automation, web agents, and assistant native browsing ops.

### Simulate Your Market With Synthetic Audiences

URL: https://coey.com/resources/blog/2025/10/23/simulate-your-market-with-synthetic-audiences
Markdown: https://coey.com/resources/blog/2025/10/23/simulate-your-market-with-synthetic-audiences.md
Published: 23 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Simulate your market with synthetic audiences. A practical guide for AI marketing agencies on research, creative testing, and generative insight automation.

### Creatives That Learn From Outcomes

URL: https://coey.com/resources/blog/2025/10/22/creatives-that-learn-from-outcomes
Markdown: https://coey.com/resources/blog/2025/10/22/creatives-that-learn-from-outcomes.md
Published: 22 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Creatives that learn from outcomes are the next unlock. A practical guide for AI marketing agencies on feedback loops and generative ad creative automation.

### Autonomous Websites: Meet the Machine Content Supply Chain

URL: https://coey.com/resources/blog/2025/10/21/autonomous-websites-meet-the-machine-content-supply-chain
Markdown: https://coey.com/resources/blog/2025/10/21/autonomous-websites-meet-the-machine-content-supply-chain.md
Published: 21 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Autonomous websites meet the machine content supply chain. A practical look at AI marketing automation, generative SEO, and content ops in the agent era.

### DeepSeek-OCR Shakes Up Long-Doc Automation

URL: https://coey.com/resources/blog/2025/10/21/deepseek-ocr-shakes-up-long-doc-automation
Markdown: https://coey.com/resources/blog/2025/10/21/deepseek-ocr-shakes-up-long-doc-automation.md
Published: 21 October 2025
Authors: Team COEY
Topics: AI Industry News
Summary: DeepSeek OCR shakes up long doc automation with open weights. What it unlocks for AI marketing automation, RAG, and document first content ops at scale.

### Krea Realtime 14B Redefines Live AI Video

URL: https://coey.com/resources/blog/2025/10/21/krea-realtime-14b-redefines-live-ai-video
Markdown: https://coey.com/resources/blog/2025/10/21/krea-realtime-14b-redefines-live-ai-video.md
Published: 21 October 2025
Authors: Team COEY
Topics: AI Video News
Summary: Krea Realtime 14B redefines live AI video generation. What it unlocks for AI marketing automation, live creative ops, and real time video ad workflows.

### Marketing to Machines: Agentic Commerce Unveiled

URL: https://coey.com/resources/blog/2025/10/20/marketing-to-machines-agentic-commerce-unveiled
Markdown: https://coey.com/resources/blog/2025/10/20/marketing-to-machines-agentic-commerce-unveiled.md
Published: 20 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Marketing to machines: agentic commerce unveiled. A practical guide for AI marketing agencies on how agents buy, compare, and route intent at checkout.

### Alibaba Cloud Launches Qwen3-Max: Trillion-Parameter LLM

URL: https://coey.com/resources/blog/2025/10/19/alibaba-cloud-launches-qwen3-max-trillion-parameter-llm
Markdown: https://coey.com/resources/blog/2025/10/19/alibaba-cloud-launches-qwen3-max-trillion-parameter-llm.md
Published: 19 October 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Alibaba Cloud launches Qwen3 Max, a trillion parameter LLM. What the release unlocks for AI marketing automation, research agents, and content ops teams.

### Alibaba’s Qwen3‑Max: API-Ready Trillion Parameter Model

URL: https://coey.com/resources/blog/2025/10/19/alibabas-qwen3-max-api-ready-trillion-parameter-model
Markdown: https://coey.com/resources/blog/2025/10/19/alibabas-qwen3-max-api-ready-trillion-parameter-model.md
Published: 19 October 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Alibaba's Qwen3 Max is an API ready trillion parameter model. What it unlocks for AI marketing automation, reasoning agents, and long context content ops.

### The AI FinOps Playbook for Marketers

URL: https://coey.com/resources/blog/2025/10/19/the-ai-finops-playbook-for-marketers
Markdown: https://coey.com/resources/blog/2025/10/19/the-ai-finops-playbook-for-marketers.md
Published: 19 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: The AI FinOps playbook for marketers. A practical guide for AI marketing agencies on cost control, routing, and keeping AI marketing automation on budget.

### Baidu PaddleOCR‑VL: Sub‑1B Doc Model Tops Benchmarks

URL: https://coey.com/resources/blog/2025/10/18/baidu-paddleocr-vl-sub-1b-doc-model-tops-benchmarks
Markdown: https://coey.com/resources/blog/2025/10/18/baidu-paddleocr-vl-sub-1b-doc-model-tops-benchmarks.md
Published: 18 October 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Baidu PaddleOCR VL is a sub 1B doc model that tops benchmarks. What it unlocks for AI marketing automation, RAG, and document heavy content workflows today.

### Small Models, Big Impact in Marketing Automation

URL: https://coey.com/resources/blog/2025/10/18/small-models-big-impact-in-marketing-automation
Markdown: https://coey.com/resources/blog/2025/10/18/small-models-big-impact-in-marketing-automation.md
Published: 18 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Small models, big impact in marketing automation. A practical guide for AI marketing agencies on using lightweight LLMs for real world marketing workflows.

### Your CDP Needs Vectors Not Just Fields

URL: https://coey.com/resources/blog/2025/10/17/your-cdp-needs-vectors-not-just-fields
Markdown: https://coey.com/resources/blog/2025/10/17/your-cdp-needs-vectors-not-just-fields.md
Published: 17 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Your CDP needs vectors, not just fields. A practical guide for AI marketing agencies on embeddings, retrieval, and AI native customer data at scale.

### Content Credentials: Your Next Marketing Advantage

URL: https://coey.com/resources/blog/2025/10/16/content-credentials-your-next-marketing-advantage
Markdown: https://coey.com/resources/blog/2025/10/16/content-credentials-your-next-marketing-advantage.md
Published: 16 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Content credentials are your next marketing advantage. A practical guide for AI marketing agencies on C2PA, provenance, and trust first AI content ops.

### Microsoft MAI‑Image‑1: Reality, Hype, and Automation

URL: https://coey.com/resources/blog/2025/10/16/microsoft-mai-image-1-reality-hype-and-automation
Markdown: https://coey.com/resources/blog/2025/10/16/microsoft-mai-image-1-reality-hype-and-automation.md
Published: 16 October 2025
Authors: Team COEY
Topics: AI Image News
Summary: Microsoft MAI Image 1: reality, hype, and automation. What the new model unlocks for AI marketing automation and brand consistent ad creative pipelines.

### Slashing AI Costs: FinOps for Marketers

URL: https://coey.com/resources/blog/2025/10/15/slashing-ai-costs-finops-for-marketers
Markdown: https://coey.com/resources/blog/2025/10/15/slashing-ai-costs-finops-for-marketers.md
Published: 15 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Slashing AI costs with FinOps for marketers. A guide for AI marketing agencies on budgets, model routing, and keeping AI marketing automation on track.

### Veo 3.1 Lets You Control Vertical Video and End Frames

URL: https://coey.com/resources/blog/2025/10/15/veo-3-1-lets-you-control-vertical-video-and-end-frames
Markdown: https://coey.com/resources/blog/2025/10/15/veo-3-1-lets-you-control-vertical-video-and-end-frames.md
Published: 15 October 2025
Authors: Team COEY
Topics: AI Video News
Summary: Veo 3.1 lets you control vertical video and end frames. What that unlocks for AI marketing automation and on brand social video ad creative pipelines.

### Answer Engines Changed SEO: Now What?

URL: https://coey.com/resources/blog/2025/10/14/answer-engines-changed-seo-now-what
Markdown: https://coey.com/resources/blog/2025/10/14/answer-engines-changed-seo-now-what.md
Published: 14 October 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Answer engines changed SEO, so now what? A practical guide for AI marketing agencies on GEO, retrieval optimization, and assistant native search ops.

### AWS, Anthropic, Google: Automation Gets Real

URL: https://coey.com/resources/blog/2025/10/14/aws-anthropic-google-automation-gets-real
Markdown: https://coey.com/resources/blog/2025/10/14/aws-anthropic-google-automation-gets-real.md
Published: 14 October 2025
Authors: Team COEY
Topics: AI Industry News
Summary: AWS, Anthropic, and Google make automation real at enterprise scale. What the new stack unlocks for AI marketing automation and agent native content ops.

### Kandinsky-5 Brings Penny-Priced Text-to-Video

URL: https://coey.com/resources/blog/2025/10/14/kandinsky-5-brings-penny-priced-text-to-video
Markdown: https://coey.com/resources/blog/2025/10/14/kandinsky-5-brings-penny-priced-text-to-video.md
Published: 14 October 2025
Authors: Team COEY
Topics: AI Video News
Summary: Kandinsky 5 brings penny priced text to video into reach. What it unlocks for AI marketing automation and high volume generative video ad pipelines today.

### Kandinsky-5 Hits Penny Pricing for Automated Video

URL: https://coey.com/resources/blog/2025/10/14/kandinsky-5-hits-penny-pricing-for-automated-video
Markdown: https://coey.com/resources/blog/2025/10/14/kandinsky-5-hits-penny-pricing-for-automated-video.md
Published: 14 October 2025
Authors: Team COEY
Topics: AI Video News
Summary: Kandinsky 5 hits penny pricing for automated video. What it unlocks for AI marketing automation, social ad creative, and high volume generative video ops.

### Kandinsky-5 Makes Text-to-Video Affordable

URL: https://coey.com/resources/blog/2025/10/14/kandinsky-5-makes-text-to-video-affordable
Markdown: https://coey.com/resources/blog/2025/10/14/kandinsky-5-makes-text-to-video-affordable.md
Published: 14 October 2025
Authors: Team COEY
Topics: AI Video News
Summary: Kandinsky 5 makes text to video affordable at scale. What it unlocks for AI marketing automation, social ad creative, and high throughput video workflows.

### GLM‑4.6: Open Weights, 200K Context, Real Automation

URL: https://coey.com/resources/blog/2025/10/13/glm-4-6-open-weights-200k-context-real-automation
Markdown: https://coey.com/resources/blog/2025/10/13/glm-4-6-open-weights-200k-context-real-automation.md
Published: 13 October 2025
Authors: Team COEY
Topics: AI LLM News
Summary: GLM 4.6 ships with open weights, 200K context, and real automation. What it unlocks for AI marketing automation, long context research, and content ops.

### Why Your AI Needs a Consent Graph

URL: https://coey.com/resources/blog/2025/10/13/why-your-ai-needs-a-consent-graph
Markdown: https://coey.com/resources/blog/2025/10/13/why-your-ai-needs-a-consent-graph.md
Published: 13 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Why your AI needs a consent graph. A practical guide for AI marketing agencies on provenance, permissions, and building trust into AI marketing automation.

### Build a Marketing Digital Twin That Actually Works

URL: https://coey.com/resources/blog/2025/10/12/build-a-marketing-digital-twin-that-actually-works
Markdown: https://coey.com/resources/blog/2025/10/12/build-a-marketing-digital-twin-that-actually-works.md
Published: 12 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Build a marketing digital twin that actually works. A practical guide for AI marketing agencies on simulation, data, and AI marketing automation at scale.

### Moondream 3: Vision AI for Real Workflow

URL: https://coey.com/resources/blog/2025/10/12/moondream-3-vision-ai-for-real-workflow
Markdown: https://coey.com/resources/blog/2025/10/12/moondream-3-vision-ai-for-real-workflow.md
Published: 12 October 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Moondream 3 brings vision AI for real workflow, not just demos. What it unlocks for AI marketing automation, image ops, and agent driven content pipelines.

### Meet Your Synthetic Customers

URL: https://coey.com/resources/blog/2025/10/11/meet-your-synthetic-customers
Markdown: https://coey.com/resources/blog/2025/10/11/meet-your-synthetic-customers.md
Published: 11 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Meet your synthetic customers. A practical guide for AI marketing agencies on generative research panels, insight ops, and market simulation workflows.

### Offline Flywheels: AI-Powered IRL Marketing Hacks

URL: https://coey.com/resources/blog/2025/10/10/offline-flywheels-ai-powered-irl-marketing-hacks
Markdown: https://coey.com/resources/blog/2025/10/10/offline-flywheels-ai-powered-irl-marketing-hacks.md
Published: 10 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Offline flywheels and AI powered IRL marketing hacks. A guide for AI marketing agencies on bridging digital and physical with smart marketing automation.

### Synthetic Audience Labs: Unlock Smarter Marketing Automation

URL: https://coey.com/resources/blog/2025/10/09/synthetic-audience-labs-unlock-smarter-marketing-automation
Markdown: https://coey.com/resources/blog/2025/10/09/synthetic-audience-labs-unlock-smarter-marketing-automation.md
Published: 9 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Synthetic audience labs unlock smarter marketing automation. A practical guide for AI marketing agencies on generative research and insight ops at scale.

### The Control Layer for AI Marketers

URL: https://coey.com/resources/blog/2025/10/08/the-control-layer-for-ai-marketers
Markdown: https://coey.com/resources/blog/2025/10/08/the-control-layer-for-ai-marketers.md
Published: 8 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: The control layer for AI marketers. A practical guide for AI marketing agencies on governance, routing, and orchestrating AI marketing automation stacks.

### Your Content Strategy for the Answer Engine Era

URL: https://coey.com/resources/blog/2025/10/08/your-content-strategy-for-the-answer-engine-era
Markdown: https://coey.com/resources/blog/2025/10/08/your-content-strategy-for-the-answer-engine-era.md
Published: 8 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Your content strategy for the answer engine era. A practical guide for AI marketing agencies on GEO, retrieval ready content, and AI SEO workflows in 2026.

### OpenAI DevDay 2024: Real Automation Arrives

URL: https://coey.com/resources/blog/2025/10/06/openai-devday-2024-real-automation-arrives
Markdown: https://coey.com/resources/blog/2025/10/06/openai-devday-2024-real-automation-arrives.md
Published: 6 October 2025
Authors: Team COEY
Topics: AI Industry News
Summary: OpenAI DevDay 2024 signals real automation arrives. A practical look at what the new platform unlocks for AI marketing automation and agent workflows today.

### Leaked: OpenAI Agent Builder Targets Automation Workflows

URL: https://coey.com/resources/blog/2025/10/05/leaked-openai-agent-builder-targets-automation-workflows
Markdown: https://coey.com/resources/blog/2025/10/05/leaked-openai-agent-builder-targets-automation-workflows.md
Published: 5 October 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Leaked: OpenAI's agent builder targets automation workflows. What the new tool hints at for AI marketing automation, agent ops, and content pipelines.

### Your Brand Needs a Synthetic Media Control Plane

URL: https://coey.com/resources/blog/2025/10/04/your-brand-needs-a-synthetic-media-control-plane
Markdown: https://coey.com/resources/blog/2025/10/04/your-brand-needs-a-synthetic-media-control-plane.md
Published: 4 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Your brand needs a synthetic media control plane. A guide for AI marketing agencies on governance, provenance, and safe AI marketing automation at scale.

### Agentic Workflow: Marketing’s High-Stakes Gamble

URL: https://coey.com/resources/blog/2025/10/03/agentic-workflow-marketings-high-stakes-gamble
Markdown: https://coey.com/resources/blog/2025/10/03/agentic-workflow-marketings-high-stakes-gamble.md
Published: 3 October 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Agentic workflow is marketing's high stakes gamble. A guide for AI marketing agencies on where to automate, where to review, and where to hold back today.

### IBM Granite 4.0: Enterprise-First Hybrid AI Arrives

URL: https://coey.com/resources/blog/2025/10/03/ibm-granite-4-0-enterprise-first-hybrid-ai-arrives
Markdown: https://coey.com/resources/blog/2025/10/03/ibm-granite-4-0-enterprise-first-hybrid-ai-arrives.md
Published: 3 October 2025
Authors: Team COEY
Topics: AI Industry News
Summary: IBM Granite 4.0 arrives as an enterprise first hybrid AI release. What it unlocks for AI marketing automation, on prem agents, and compliant content ops.

### Shh… Auto Agents Are Rewriting Your Workflow While You Sleep

URL: https://coey.com/resources/blog/2025/10/03/shh-auto-agents-are-rewriting-your-workflow-while-you-sleep
Markdown: https://coey.com/resources/blog/2025/10/03/shh-auto-agents-are-rewriting-your-workflow-while-you-sleep.md
Published: 3 October 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Auto agents are rewriting your workflow while you sleep. A look at what they unlock for AI marketing automation and overnight content ops at real scale.

### Tencent Open-Sources HunyuanImage 3.0 for Real Workflows

URL: https://coey.com/resources/blog/2025/10/03/tencent-open-sources-hunyuanimage-3-0-for-real-workflows
Markdown: https://coey.com/resources/blog/2025/10/03/tencent-open-sources-hunyuanimage-3-0-for-real-workflows.md
Published: 3 October 2025
Authors: Team COEY
Topics: AI Image News
Summary: Tencent open sources HunyuanImage 3.0 for real workflows. What the new weights unlock for AI marketing automation and brand consistent ad creative ops.

### The Rise and Weirdness of Multimodal Agents

URL: https://coey.com/resources/blog/2025/10/03/the-rise-and-weirdness-of-multimodal-agents
Markdown: https://coey.com/resources/blog/2025/10/03/the-rise-and-weirdness-of-multimodal-agents.md
Published: 3 October 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: The rise and weirdness of multimodal agents. A practical look at what they unlock for AI marketing automation, creative ops, and generative workflow design.

### Claude Sonnet 4.5: Real Work, Real Automation

URL: https://coey.com/resources/blog/2025/10/01/claude-sonnet-4-5-real-work-real-automation
Markdown: https://coey.com/resources/blog/2025/10/01/claude-sonnet-4-5-real-work-real-automation.md
Published: 1 October 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Claude Sonnet 4.5 lands built for real work and real automation. What it unlocks for AI marketing automation, content ops, and long running agent workflows.

### OpenAI’s Sora 2 App Debuts, Audio/Video Unified

URL: https://coey.com/resources/blog/2025/09/30/openais-sora-2-app-debuts-audio-video-unified
Markdown: https://coey.com/resources/blog/2025/09/30/openais-sora-2-app-debuts-audio-video-unified.md
Published: 30 September 2025
Authors: Team COEY
Topics: AI Video News
Summary: OpenAI's Sora 2 app debuts with audio and video unified. What it unlocks for AI marketing automation, social ad creative, and generative video ops at scale.

### Alibaba Unifies Text, Image, Video, Audio Generation

URL: https://coey.com/resources/blog/2025/09/26/alibaba-unifies-text-image-video-audio-generation
Markdown: https://coey.com/resources/blog/2025/09/26/alibaba-unifies-text-image-video-audio-generation.md
Published: 26 September 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Alibaba unifies text, image, video, and audio generation. What the new stack unlocks for AI marketing automation and end to end generative ad creative.

### Alibaba Wan 2.5-Preview: True Multimodal Pipeline Arrives

URL: https://coey.com/resources/blog/2025/09/26/alibaba-wan-2-5-preview-true-multimodal-pipeline-arrives
Markdown: https://coey.com/resources/blog/2025/09/26/alibaba-wan-2-5-preview-true-multimodal-pipeline-arrives.md
Published: 26 September 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Alibaba Wan 2.5 Preview ships as a true multimodal pipeline. What it unlocks for AI marketing automation and end to end generative ad creative workflows.

### Kling 2.5 Turbo: Reliability for AI Video Teams

URL: https://coey.com/resources/blog/2025/09/25/kling-2-5-turbo-reliability-for-ai-video-teams
Markdown: https://coey.com/resources/blog/2025/09/25/kling-2-5-turbo-reliability-for-ai-video-teams.md
Published: 25 September 2025
Authors: Team COEY
Topics: AI Video News
Summary: Kling 2.5 Turbo brings reliability for AI video teams. What it unlocks for AI marketing automation and brand consistent generative video ad workflows today.

### Decart Lucy Edit Dev: Open-Weight Video Automation

URL: https://coey.com/resources/blog/2025/09/23/decart-lucy-edit-dev-open-weight-video-automation
Markdown: https://coey.com/resources/blog/2025/09/23/decart-lucy-edit-dev-open-weight-video-automation.md
Published: 23 September 2025
Authors: Team COEY
Topics: AI Video News
Summary: Decart Lucy Edit Dev is open weight video automation for builders. What it unlocks for AI marketing automation and customizable generative video ad ops.

### Qwen3‑Omni Arrives: Fast, Open Multimodal AI

URL: https://coey.com/resources/blog/2025/09/23/qwen3-omni-arrives-fast-open-multimodal-ai
Markdown: https://coey.com/resources/blog/2025/09/23/qwen3-omni-arrives-fast-open-multimodal-ai.md
Published: 23 September 2025
Authors: Team COEY
Topics: AI Open Source
Summary: Qwen3 Omni arrives as fast, open multimodal AI. What the new weights unlock for AI marketing automation, agent workflows, and generative content ops.

### Luma Ray3 doubles down on “reasoning” AI video, now with native HDR for real production

URL: https://coey.com/resources/blog/2025/09/21/luma-ray3-doubles-down-on-reasoning-ai-video-now-with-native-hdr-for-real-production
Markdown: https://coey.com/resources/blog/2025/09/21/luma-ray3-doubles-down-on-reasoning-ai-video-now-with-native-hdr-for-real-production.md
Published: 21 September 2025
Authors: Team COEY
Topics: AI Video News
Summary: Luma Ray3 doubles down on reasoning AI video with native HDR for real production. What it unlocks for AI marketing automation and premium generative ad ops.

### Cloudflare flips JSON Mode for Workers AI: structured outputs at the edge

URL: https://coey.com/resources/blog/2025/09/20/cloudflare-flips-json-mode-for-workers-ai-structured-outputs-at-the-edge
Markdown: https://coey.com/resources/blog/2025/09/20/cloudflare-flips-json-mode-for-workers-ai-structured-outputs-at-the-edge.md
Published: 20 September 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Cloudflare flips JSON Mode for Workers AI, shipping structured outputs at the edge. What it unlocks for AI marketing automation and reliable content ops.

### Tencent’s Hunyuan 3D 3.0 Lands: 3x Precision and a Cloud API. Is AI 3D Finally Production-Ready?

URL: https://coey.com/resources/blog/2025/09/20/tencents-hunyuan-3d-3-0-lands-3x-precision-and-a-cloud-api-is-ai-3d-finally-production-ready
Markdown: https://coey.com/resources/blog/2025/09/20/tencents-hunyuan-3d-3-0-lands-3x-precision-and-a-cloud-api-is-ai-3d-finally-production-ready.md
Published: 20 September 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Tencent Hunyuan 3D 3.0 lands with 3x precision and a cloud API. Is AI 3D production ready? What it unlocks for AI marketing automation and 3D ad creative.

### Meta’s AI Studio Goes Wide: Custom AIs for Instagram, WhatsApp, and Messenger, But Can You Automate Them?

URL: https://coey.com/resources/blog/2025/09/17/metas-ai-studio-goes-wide-custom-ais-for-instagram-whatsapp-and-messenger-but-can-you-automate-them
Markdown: https://coey.com/resources/blog/2025/09/17/metas-ai-studio-goes-wide-custom-ais-for-instagram-whatsapp-and-messenger-but-can-you-automate-them.md
Published: 17 September 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Meta's AI Studio goes wide with custom AIs for Instagram, WhatsApp, and Messenger. Can you automate them? What it means for AI marketing automation today.

### Ollama Ships ARM Builds and Hardware Acceleration: Local AI Gets a Major Speed Boost

URL: https://coey.com/resources/blog/2025/09/16/ollama-ships-arm-builds-and-hardware-acceleration-local-ai-gets-a-major-speed-boost
Markdown: https://coey.com/resources/blog/2025/09/16/ollama-ships-arm-builds-and-hardware-acceleration-local-ai-gets-a-major-speed-boost.md
Published: 16 September 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Ollama ships ARM builds and hardware acceleration, giving local AI a speed boost. What it unlocks for AI marketing automation and on prem content ops teams.

### Adobe’s AI Marketing Agents Hit AEP: Orchestrated Automation Moves From Hype to Workflow

URL: https://coey.com/resources/blog/2025/09/13/adobes-ai-marketing-agents-hit-aep-orchestrated-automation-moves-from-hype-to-workflow
Markdown: https://coey.com/resources/blog/2025/09/13/adobes-ai-marketing-agents-hit-aep-orchestrated-automation-moves-from-hype-to-workflow.md
Published: 13 September 2025
Authors: Team COEY
Topics: Marketing Automation
Summary: Adobe's AI marketing agents hit AEP and orchestrated automation moves from hype to workflow. What it unlocks for AI marketing automation and enterprise ops.

### Adobe ships Firefly Image Model 4 and Boards: AI moodboarding grows up , and gets closer to automation

URL: https://coey.com/resources/blog/2025/09/09/adobe-ships-firefly-image-model-4-and-boards-ai-moodboarding-grows-up-and-gets-closer-to-automation
Markdown: https://coey.com/resources/blog/2025/09/09/adobe-ships-firefly-image-model-4-and-boards-ai-moodboarding-grows-up-and-gets-closer-to-automation.md
Published: 9 September 2025
Authors: Team COEY
Topics: AI Image News
Summary: Adobe ships Firefly Image Model 4 and Boards, and AI moodboarding grows up. What it unlocks for AI marketing automation and generative brand creative ops.

### Databricks’ Assistant Goes Agentic: What Marketers Can Automate Today and What’s Still Missing

URL: https://coey.com/resources/blog/2025/09/05/databricks-assistant-goes-agentic-what-marketers-can-automate-today-and-whats-still-missing
Markdown: https://coey.com/resources/blog/2025/09/05/databricks-assistant-goes-agentic-what-marketers-can-automate-today-and-whats-still-missing.md
Published: 5 September 2025
Authors: Team COEY
Topics: AI Industry News
Summary: Databricks Assistant goes agentic. What marketers can automate today, and what is still missing for AI marketing automation and agent driven content ops.

### Google’s “Nano Banana” Lands in Gemini: Consistency You Can Actually Automate

URL: https://coey.com/resources/blog/2025/09/02/googles-nano-banana-lands-in-gemini-consistency-you-can-actually-automate
Markdown: https://coey.com/resources/blog/2025/09/02/googles-nano-banana-lands-in-gemini-consistency-you-can-actually-automate.md
Published: 2 September 2025
Authors: Team COEY
Topics: AI Image News
Summary: Google's Nano Banana lands in Gemini with consistency you can actually automate. What it unlocks for AI marketing automation and brand safe ad creative ops.

### Grok Code Fast 1: xAI’s Speed Play for Agentic Coding and What It Unlocks for Creative Ops

URL: https://coey.com/resources/blog/2025/09/02/grok-code-fast-1-xais-speed-play-for-agentic-coding-and-what-it-unlocks-for-creative-ops
Markdown: https://coey.com/resources/blog/2025/09/02/grok-code-fast-1-xais-speed-play-for-agentic-coding-and-what-it-unlocks-for-creative-ops.md
Published: 2 September 2025
Authors: Team COEY
Topics: AI LLM News
Summary: Grok Code Fast 1 is xAI's speed play for agentic coding. What it unlocks for AI marketing automation and creative ops teams building fast custom workflows.

### Seedance 1.0 Reigns Supreme, Alibaba Debuts Wan2.2-S2V

URL: https://coey.com/resources/blog/2025/09/02/seedance-1-0-reigns-supreme-alibaba-debuts-wan2-2-s2v
Markdown: https://coey.com/resources/blog/2025/09/02/seedance-1-0-reigns-supreme-alibaba-debuts-wan2-2-s2v.md
Published: 2 September 2025
Authors: Team COEY
Topics: AI Video News
Summary: Seedance 1.0 reigns supreme as Alibaba debuts Wan 2.2 S2V. What the new video models unlock for AI marketing automation and generative ad creative ops.

### Behind the Curtain: How Multimodal AI Turbocharges Marketing Automation

URL: https://coey.com/resources/blog/2025/08/19/behind-the-curtain-how-multimodal-ai-turbocharges-marketing-automation
Markdown: https://coey.com/resources/blog/2025/08/19/behind-the-curtain-how-multimodal-ai-turbocharges-marketing-automation.md
Published: 19 August 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Behind the curtain on how multimodal AI turbocharges marketing automation. A guide for AI marketing agencies building generative content workflows today.

### AI Agents Just Got Wild: What AI Marketing Agencies Need to Tame the Chaos

URL: https://coey.com/resources/blog/2025/08/15/ai-agents-just-got-wild-what-marketers-need-to-tame-the-chaos
Markdown: https://coey.com/resources/blog/2025/08/15/ai-agents-just-got-wild-what-marketers-need-to-tame-the-chaos.md
Published: 15 August 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Learn how AI marketing agencies tame autonomous AI agents with orchestration, guardrails, and human-in-the-loop oversight that keeps campaigns on track.

### AI Audio Branding Automation: Make Your Brand Sound Unignorable, Effortlessly

URL: https://coey.com/resources/blog/2025/08/11/ai-audio-branding-automation-make-your-brand-sound-unignorable-effortlessly
Markdown: https://coey.com/resources/blog/2025/08/11/ai-audio-branding-automation-make-your-brand-sound-unignorable-effortlessly.md
Published: 11 August 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: AI audio branding automation makes your brand sound unignorable. A guide for AI marketing agencies on generative sonic branding and brand voice ops.

### Give Your Brand Ears: Build a No-Code AI Social Listening Machine

URL: https://coey.com/resources/blog/2025/08/11/give-your-brand-ears-build-a-no-code-ai-social-listening-machine
Markdown: https://coey.com/resources/blog/2025/08/11/give-your-brand-ears-build-a-no-code-ai-social-listening-machine.md
Published: 11 August 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Give your brand ears and build a no code AI social listening machine. A guide for AI marketing agencies on real time insight and content automation.

### GPT-5 Multimodal Debuts; Seedance 1.0 Raises the Bar

URL: https://coey.com/resources/blog/2025/08/11/gpt-5-multimodal-debuts-seedance-1-0-raises-the-bar
Markdown: https://coey.com/resources/blog/2025/08/11/gpt-5-multimodal-debuts-seedance-1-0-raises-the-bar.md
Published: 11 August 2025
Authors: Team COEY
Topics: AI Video News
Summary: GPT 5 multimodal debuts as Seedance 1.0 raises the AI video bar. What they unlock for AI marketing automation and next gen generative ad creative ops.

### How Multiagent AI Syncs Up Real Marketing Automation for AI Agencies

URL: https://coey.com/resources/blog/2025/08/11/ditch-the-chaos-how-multiagent-ai-syncs-up-real-marketing-automation
Markdown: https://coey.com/resources/blog/2025/08/11/ditch-the-chaos-how-multiagent-ai-syncs-up-real-marketing-automation.md
Published: 11 August 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: See how AI marketing agencies deploy multiagent systems, coordinating AI teams for research, creation, review, and distribution in one automated workflow.

### How Open-Weight AI Broke Monoliths and Made Automation Actually Fun

URL: https://coey.com/resources/blog/2025/08/11/how-open-weight-ai-broke-monoliths-and-made-automation-actually-fun
Markdown: https://coey.com/resources/blog/2025/08/11/how-open-weight-ai-broke-monoliths-and-made-automation-actually-fun.md
Published: 11 August 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: How open weight AI broke monoliths and made automation actually fun. A practical guide for AI marketing agencies on open models and flexible marketing ops.

### Luma Dream Machine: The Unskippable Upgrade for Automated Video Workflows

URL: https://coey.com/resources/blog/2025/08/11/luma-dream-machine-the-unskippable-upgrade-for-automated-video-workflows
Markdown: https://coey.com/resources/blog/2025/08/11/luma-dream-machine-the-unskippable-upgrade-for-automated-video-workflows.md
Published: 11 August 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Luma Dream Machine is an unskippable upgrade for automated video. What it unlocks for AI marketing automation and generative video ad pipelines today.

### Ditch the Dust: Build a No-Code AI Engine for Perpetually Fresh Content

URL: https://coey.com/resources/blog/2025/08/10/ditch-the-dust-build-a-no-code-ai-engine-for-perpetually-fresh-content
Markdown: https://coey.com/resources/blog/2025/08/10/ditch-the-dust-build-a-no-code-ai-engine-for-perpetually-fresh-content.md
Published: 10 August 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Ditch the dust: build a no code AI engine for perpetually fresh content. A guide for AI marketing agencies on always on content automation at real scale.

### Pika’s AI Video Studio: Supercharge Content Creation With Effortless Automation

URL: https://coey.com/resources/blog/2025/08/09/pikas-ai-video-studio-supercharge-content-creation-with-effortless-automation
Markdown: https://coey.com/resources/blog/2025/08/09/pikas-ai-video-studio-supercharge-content-creation-with-effortless-automation.md
Published: 9 August 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Pika's AI video studio supercharges content with effortless automation. A practical guide for AI marketing agencies on generative video ad pipelines.

### Google Veo 3 Fast Now Live, Meta SAM 2 Released

URL: https://coey.com/resources/blog/2025/08/08/google-veo-3-fast-now-live-meta-sam-2-released
Markdown: https://coey.com/resources/blog/2025/08/08/google-veo-3-fast-now-live-meta-sam-2-released.md
Published: 8 August 2025
Authors: Team COEY
Topics: AI Video News
Software: groundslate
Summary: Google Veo 3 Fast goes live as Meta SAM 2 is released. What the new tools unlock for AI marketing automation and next gen generative video ad creative ops.

### Ditch Boring Drips: AI-Powered, No-Code Nurture Sequences Across Every Channel

URL: https://coey.com/resources/blog/2025/08/07/ditch-boring-drips-ai-powered-no-code-nurture-sequences-across-every-channel
Markdown: https://coey.com/resources/blog/2025/08/07/ditch-boring-drips-ai-powered-no-code-nurture-sequences-across-every-channel.md
Published: 7 August 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Ditch boring drips and ship AI powered, no code nurture sequences across every channel. A practical guide for AI marketing agencies on lifecycle automation.

### Podcast Production, But Make It Effortless: AutoPod Studio’s AI Workflow Magic

URL: https://coey.com/resources/blog/2025/08/06/podcast-production-but-make-it-effortless-autopod-studios-ai-workflow-magic
Markdown: https://coey.com/resources/blog/2025/08/06/podcast-production-but-make-it-effortless-autopod-studios-ai-workflow-magic.md
Published: 6 August 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Podcast production, but make it effortless. A practical guide to AutoPod Studio's AI workflow magic for AI marketing agencies automating audio content ops.

### Let Robots Slide Into DMs: 24/7 AI Sales Hustle With Zero Sweat

URL: https://coey.com/resources/blog/2025/08/05/let-robots-slide-into-dms-24-7-ai-sales-hustle-with-zero-sweat
Markdown: https://coey.com/resources/blog/2025/08/05/let-robots-slide-into-dms-24-7-ai-sales-hustle-with-zero-sweat.md
Published: 5 August 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Let robots slide into DMs with a 24/7 AI sales hustle and zero sweat. A practical guide for AI marketing agencies on social DM automation and lead response.

### Multimodal AI: The Missing Ingredient in AI Marketing Agency Automation

URL: https://coey.com/resources/blog/2025/08/04/multimodal-ai-the-secret-sauce-your-marketing-automations-have-been-missing
Markdown: https://coey.com/resources/blog/2025/08/04/multimodal-ai-the-secret-sauce-your-marketing-automations-have-been-missing.md
Published: 4 August 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: See how AI marketing agencies use multimodal AI to combine image, video, audio, and text into fully automated creative pipelines that outperform text-only.

### Automate Blog Posts Into YouTube Shorts, AI Workflows for Marketers Revealed

URL: https://coey.com/resources/blog/2025/08/01/automate-blog-posts-into-youtube-shorts-ai-workflows-for-marketers-revealed
Markdown: https://coey.com/resources/blog/2025/08/01/automate-blog-posts-into-youtube-shorts-ai-workflows-for-marketers-revealed.md
Published: 1 August 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Automate blog posts into YouTube Shorts with AI workflows built for marketers. A practical guide for AI marketing agencies on content repurposing at scale.

### Midjourney Video V1 Launches, Google Veo 3 Fast Debuts

URL: https://coey.com/resources/blog/2025/08/01/midjourney-video-v1-launches-google-veo-3-fast-debuts
Markdown: https://coey.com/resources/blog/2025/08/01/midjourney-video-v1-launches-google-veo-3-fast-debuts.md
Published: 1 August 2025
Authors: Team COEY
Topics: AI Video News
Summary: Midjourney Video V1 launches as Google Veo 3 Fast debuts. What the new tools unlock for AI marketing automation and generative video ad creative pipelines.

### Build a Self-Updating AI Lead Scoring Machine, No Code, No Drama

URL: https://coey.com/resources/blog/2025/07/31/build-a-self-updating-ai-lead-scoring-machine-no-code-no-drama
Markdown: https://coey.com/resources/blog/2025/07/31/build-a-self-updating-ai-lead-scoring-machine-no-code-no-drama.md
Published: 31 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Build a self updating AI lead scoring machine with no code and no drama. A guide for AI marketing agencies on lifecycle marketing automation today.

### Microsoft Copilot: Supercharge Productivity with AI-Driven Workflow Automation

URL: https://coey.com/resources/blog/2025/07/31/microsoft-copilot-supercharge-productivity-with-ai-driven-workflow-automation
Markdown: https://coey.com/resources/blog/2025/07/31/microsoft-copilot-supercharge-productivity-with-ai-driven-workflow-automation.md
Published: 31 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Microsoft Copilot supercharges productivity with AI driven workflow automation. A guide for AI marketing agencies on everyday marketing ops at scale.

### Outsmarting Google's AI Overviews

URL: https://coey.com/resources/blog/2025/07/31/how-to-outsmart-googles-ai-overviews-and-save-your-clicks
Markdown: https://coey.com/resources/blog/2025/07/31/how-to-outsmart-googles-ai-overviews-and-save-your-clicks.md
Published: 31 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: How to outsmart Google's AI Overviews and save your clicks. A guide for AI marketing agencies on answer engine optimization and modern AI SEO tactics.

### Otter.ai 2.0: Why Every Automated Marketer Needs This AI Content Sidekick

URL: https://coey.com/resources/blog/2025/07/30/otter-ai-2-0-why-every-automated-marketer-needs-this-ai-content-sidekick
Markdown: https://coey.com/resources/blog/2025/07/30/otter-ai-2-0-why-every-automated-marketer-needs-this-ai-content-sidekick.md
Published: 30 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Otter.ai 2.0 is why every automated marketer needs this AI content sidekick. A practical guide for AI marketing agencies on meeting intelligence automation.

### Agentic AI Automation: The Smarter, API-Ready Edge for Marketers in 2025

URL: https://coey.com/resources/blog/2025/07/29/agentic-ai-automation-the-smarter-api-ready-edge-for-marketers-in-2025
Markdown: https://coey.com/resources/blog/2025/07/29/agentic-ai-automation-the-smarter-api-ready-edge-for-marketers-in-2025.md
Published: 29 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Agentic AI automation is the smarter, API ready edge for marketers in 2025. A guide for AI marketing agencies on agent driven marketing ops at scale.

### ElevenLabs V3: The AI Voice Upgrade Your Marketing Stack Is Begging For

URL: https://coey.com/resources/blog/2025/07/29/elevenlabs-v3-the-ai-voice-upgrade-your-marketing-stack-is-begging-for
Markdown: https://coey.com/resources/blog/2025/07/29/elevenlabs-v3-the-ai-voice-upgrade-your-marketing-stack-is-begging-for.md
Published: 29 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: ElevenLabs V3 is the AI voice upgrade your marketing stack needs. A guide for AI marketing agencies on generative voice, brand audio, and voice agents.

### Flux.1-Kontext-dev: The Open AI Image Editor Marketers Can Actually Automate

URL: https://coey.com/resources/blog/2025/07/29/flux-1-kontext-dev-the-open-ai-image-editor-marketers-can-actually-automate
Markdown: https://coey.com/resources/blog/2025/07/29/flux-1-kontext-dev-the-open-ai-image-editor-marketers-can-actually-automate.md
Published: 29 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Flux.1 Kontext dev is the open AI image editor marketers can actually automate. A guide for AI marketing agencies on generative ad creative ops today.

### NotebookLM Video Overviews: Google’s AI Shortcut for Content Creators and Marketers

URL: https://coey.com/resources/blog/2025/07/29/notebooklm-video-overviews-googles-ai-shortcut-for-content-creators-and-marketers
Markdown: https://coey.com/resources/blog/2025/07/29/notebooklm-video-overviews-googles-ai-shortcut-for-content-creators-and-marketers.md
Published: 29 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: NotebookLM Video Overviews is Google's AI shortcut for content creators and marketers. A guide for AI marketing agencies on content repurposing ops.

### Runway Gen-4: The Secret Weapon for Effortless Video Automation Mastery

URL: https://coey.com/resources/blog/2025/07/29/runway-gen-4-the-secret-weapon-for-effortless-video-automation-mastery
Markdown: https://coey.com/resources/blog/2025/07/29/runway-gen-4-the-secret-weapon-for-effortless-video-automation-mastery.md
Published: 29 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Runway Gen 4 is the secret weapon for effortless video automation mastery. A practical guide for AI marketing agencies on generative video ad creative ops.

### Tencent HunyuanWorld-1: Automate 3D Content Creation With Open-Source AI Power

URL: https://coey.com/resources/blog/2025/07/29/tencent-hunyuanworld-1-automate-3d-content-creation-with-open-source-ai-power
Markdown: https://coey.com/resources/blog/2025/07/29/tencent-hunyuanworld-1-automate-3d-content-creation-with-open-source-ai-power.md
Published: 29 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Tencent HunyuanWorld 1 lets you automate 3D content creation with open source AI power. A practical guide for AI marketing agencies on 3D ad creative ops.

### Wan2.2-I2V-A14B: Effortless Image-to-Video Automation for Marketers and Creators

URL: https://coey.com/resources/blog/2025/07/29/wan2-2-i2v-a14b-effortless-image-to-video-automation-for-marketers-and-creators
Markdown: https://coey.com/resources/blog/2025/07/29/wan2-2-i2v-a14b-effortless-image-to-video-automation-for-marketers-and-creators.md
Published: 29 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Wan 2.2 I2V A14B delivers effortless image to video automation for marketers and creators. A guide for AI marketing agencies on generative video ops.

### A brand kit from Lovart in one pass

URL: https://coey.com/resources/blog/2025/07/28/how-to-use-lovart-ai-for-instant-automated-brand-kit-creation
Markdown: https://coey.com/resources/blog/2025/07/28/how-to-use-lovart-ai-for-instant-automated-brand-kit-creation.md
Published: 28 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: How to use Lovart AI for instant, automated brand kit creation. A guide for AI marketing agencies on generative brand identity and design automation.

### AI Agents Break Out: Real-World Automation Just Got Interesting

URL: https://coey.com/resources/blog/2025/07/28/ai-agents-break-out-real-world-automation-just-got-interesting
Markdown: https://coey.com/resources/blog/2025/07/28/ai-agents-break-out-real-world-automation-just-got-interesting.md
Published: 28 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: AI agents break out, and real world automation just got interesting. A practical look at what agents unlock for AI marketing agencies and content ops teams.

### AI Moodboarding Gets a Glow Up: Firefly Boards for Marketers Who Automate

URL: https://coey.com/resources/blog/2025/07/28/ai-moodboarding-gets-a-glow-up-firefly-boards-for-marketers-who-automate
Markdown: https://coey.com/resources/blog/2025/07/28/ai-moodboarding-gets-a-glow-up-firefly-boards-for-marketers-who-automate.md
Published: 28 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: AI moodboarding gets a glow up with Firefly Boards for marketers who automate. A guide for AI marketing agencies on generative creative ops at scale.

### API Glue and the Frankenstack: Marketing’s New Low-Code Love Affair

URL: https://coey.com/resources/blog/2025/07/28/api-glue-and-the-frankenstack-marketings-new-low-code-love-affair
Markdown: https://coey.com/resources/blog/2025/07/28/api-glue-and-the-frankenstack-marketings-new-low-code-love-affair.md
Published: 28 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: API glue and the Frankenstack: marketing's new low code love affair. A guide for AI marketing agencies on stitching together AI marketing automation.

### How Can Marketers Use Kling AI for Cinematic, Automated Video Creation?

URL: https://coey.com/resources/blog/2025/07/28/how-can-marketers-use-kling-ai-for-cinematic-automated-video-creation
Markdown: https://coey.com/resources/blog/2025/07/28/how-can-marketers-use-kling-ai-for-cinematic-automated-video-creation.md
Published: 28 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: How can marketers use Kling AI for cinematic, automated video creation? A guide for AI marketing agencies on generative video ad creative ops at scale.

### Prompt Fatigue Is Over: Adaptive AI Workflows Are Eating Marketing

URL: https://coey.com/resources/blog/2025/07/28/prompt-fatigue-is-over-adaptive-ai-workflows-are-eating-marketing
Markdown: https://coey.com/resources/blog/2025/07/28/prompt-fatigue-is-over-adaptive-ai-workflows-are-eating-marketing.md
Published: 28 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Prompt fatigue is over. Adaptive AI workflows are eating marketing. A guide for AI marketing agencies on next generation AI marketing automation ops.

### What Is Jasper AI’s Brand Voice Suite, and How Does It Supercharge Automated Content?

URL: https://coey.com/resources/blog/2025/07/28/what-is-jasper-ais-brand-voice-suite-and-how-does-it-supercharge-automated-content
Markdown: https://coey.com/resources/blog/2025/07/28/what-is-jasper-ais-brand-voice-suite-and-how-does-it-supercharge-automated-content.md
Published: 28 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: What is Jasper AI's Brand Voice Suite and how does it supercharge automated content? A guide for AI marketing agencies on brand voice automation ops.

### Never Sleep on a Lead: Spin Up AI-Powered Sales Bots, Zero Code Required

URL: https://coey.com/resources/blog/2025/07/27/never-sleep-on-a-lead-spin-up-ai-powered-sales-bots-zero-code-required
Markdown: https://coey.com/resources/blog/2025/07/27/never-sleep-on-a-lead-spin-up-ai-powered-sales-bots-zero-code-required.md
Published: 27 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Never sleep on a lead: spin up AI powered sales bots with zero code. A guide for AI marketing agencies on lead response automation at real scale today.

### Agentic Overdrive: How AI Workflow Agents Are Owning Marketing Automation

URL: https://coey.com/resources/blog/2025/07/26/agentic-overdrive-how-ai-workflow-agents-are-owning-marketing-automation
Markdown: https://coey.com/resources/blog/2025/07/26/agentic-overdrive-how-ai-workflow-agents-are-owning-marketing-automation.md
Published: 26 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Agentic overdrive and how AI workflow agents are owning marketing automation. A look at what they unlock for AI marketing agencies and content ops.

### Edge Automation Unplugged: Decentralized Workflows for Speed and Sanity

URL: https://coey.com/resources/blog/2025/07/26/edge-automation-unplugged-decentralized-workflows-for-speed-and-sanity
Markdown: https://coey.com/resources/blog/2025/07/26/edge-automation-unplugged-decentralized-workflows-for-speed-and-sanity.md
Published: 26 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Edge automation unplugged: decentralized workflows for speed and sanity. A guide for AI marketing agencies on distributed AI marketing automation ops.

### Lead Goldmine: Auto-Qualify Every Deal with AI and No-Code Magic

URL: https://coey.com/resources/blog/2025/07/26/lead-goldmine-auto-qualify-every-deal-with-ai-and-no-code-magic
Markdown: https://coey.com/resources/blog/2025/07/26/lead-goldmine-auto-qualify-every-deal-with-ai-and-no-code-magic.md
Published: 26 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Lead goldmine: auto qualify every deal with AI and no code magic. A guide for AI marketing agencies on lead scoring and lifecycle marketing automation.

### Proposals on Autopilot: AI and No-Code for Lightning-Fast Sales

URL: https://coey.com/resources/blog/2025/07/26/proposals-on-autopilot-ai-and-no-code-for-lightning-fast-sales
Markdown: https://coey.com/resources/blog/2025/07/26/proposals-on-autopilot-ai-and-no-code-for-lightning-fast-sales.md
Published: 26 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Proposals on autopilot: AI and no code for lightning fast sales. A guide for AI marketing agencies on generative proposal and pitch automation workflows.

### Sora 2 Launches, Google Veo 3 API Global Release

URL: https://coey.com/resources/blog/2025/07/26/sora-2-launches-google-veo-3-api-global-release
Markdown: https://coey.com/resources/blog/2025/07/26/sora-2-launches-google-veo-3-api-global-release.md
Published: 26 July 2025
Authors: Team COEY
Topics: AI Video News
Summary: Sora 2 launches as Google Veo 3 API hits global release. What the new tools unlock for AI marketing automation and generative video ad creative pipelines.

### Stop Wasting Time: Auto-Spin Blog Posts into LinkedIn Carousels with AI

URL: https://coey.com/resources/blog/2025/07/26/stop-wasting-time-auto-spin-blog-posts-into-linkedin-carousels-with-ai
Markdown: https://coey.com/resources/blog/2025/07/26/stop-wasting-time-auto-spin-blog-posts-into-linkedin-carousels-with-ai.md
Published: 26 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Stop wasting time: auto spin blog posts into LinkedIn carousels with AI. A guide for AI marketing agencies on content repurposing and social automation.

### The Silent Maestros Multimodal AI Conducts Marketing’s Bold New Symphony

URL: https://coey.com/resources/blog/2025/07/26/the-silent-maestros-multimodal-ai-conducts-marketings-bold-new-symphony
Markdown: https://coey.com/resources/blog/2025/07/26/the-silent-maestros-multimodal-ai-conducts-marketings-bold-new-symphony.md
Published: 26 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: The silent maestros of multimodal AI conduct marketing's bold new symphony. A practical look at what they unlock for AI marketing agencies and creative ops.

### Your Videos, Everywhere: Automate Channel-Perfect Clips From One Upload

URL: https://coey.com/resources/blog/2025/07/26/your-videos-everywhere-automate-channel-perfect-clips-from-one-upload
Markdown: https://coey.com/resources/blog/2025/07/26/your-videos-everywhere-automate-channel-perfect-clips-from-one-upload.md
Published: 26 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Your videos, everywhere: automate channel perfect clips from one upload. A guide for AI marketing agencies on generative video repurposing at scale.

### Effortlessly Connect with Perfect Micro-Influencers Using n8n’s No-Code Magic

URL: https://coey.com/resources/blog/2025/07/22/effortlessly-connect-with-perfect-micro-influencers-using-n8ns-no-code-magic
Markdown: https://coey.com/resources/blog/2025/07/22/effortlessly-connect-with-perfect-micro-influencers-using-n8ns-no-code-magic.md
Published: 22 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Effortlessly connect with perfect micro influencers using n8n no code magic. A guide for AI marketing agencies on automated influencer outreach ops.

### Harvesting Truth in Real Time RAG and the Quiet Reinvention of Automation

URL: https://coey.com/resources/blog/2025/07/21/harvesting-truth-in-real-time-rag-and-the-quiet-reinvention-of-automation
Markdown: https://coey.com/resources/blog/2025/07/21/harvesting-truth-in-real-time-rag-and-the-quiet-reinvention-of-automation.md
Published: 21 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Harvesting truth in real time, RAG and the quiet reinvention of automation. A look at what they unlock for AI marketing agencies and content ops teams.

### Unleash n8n Magic to Instantly Create and Send AI-Generated Influencer Briefs

URL: https://coey.com/resources/blog/2025/07/20/unleash-n8n-magic-to-instantly-create-and-send-ai-generated-influencer-briefs
Markdown: https://coey.com/resources/blog/2025/07/20/unleash-n8n-magic-to-instantly-create-and-send-ai-generated-influencer-briefs.md
Published: 20 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Unleash n8n magic to instantly create and send AI generated influencer briefs. A guide for AI marketing agencies on automated influencer campaign ops.

### When AI Takes the Wheel Inside the Agentic Workflow Revolution

URL: https://coey.com/resources/blog/2025/07/19/when-ai-takes-the-wheel-inside-the-agentic-workflow-revolution
Markdown: https://coey.com/resources/blog/2025/07/19/when-ai-takes-the-wheel-inside-the-agentic-workflow-revolution.md
Published: 19 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: When AI takes the wheel inside the agentic workflow revolution. A look at what agents unlock for AI marketing agencies and generative content ops today.

### Google Veo 3 Global Image-to-Video, Baidu MuseSteamer Launch

URL: https://coey.com/resources/blog/2025/07/18/google-veo-3-global-image-to-video-baidu-musesteamer-launch
Markdown: https://coey.com/resources/blog/2025/07/18/google-veo-3-global-image-to-video-baidu-musesteamer-launch.md
Published: 18 July 2025
Authors: Team COEY
Topics: AI Video News
Summary: Google Veo 3 global image to video launches as Baidu MuseSteamer debuts. What the new tools unlock for AI marketing automation and generative video ad ops.

### Unleash Effortless TikTok Ad Magic with AI Automation, No Code, All Wow

URL: https://coey.com/resources/blog/2025/07/17/unleash-effortless-tiktok-ad-magic-with-ai-automation-no-code-all-wow
Markdown: https://coey.com/resources/blog/2025/07/17/unleash-effortless-tiktok-ad-magic-with-ai-automation-no-code-all-wow.md
Published: 17 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Unleash effortless TikTok ad magic with AI automation, no code and all wow. A guide for AI marketing agencies on generative social ad creative ops.

### Rewiring the Marketing Machine: How AI’s Unbundling Unleashes Infinite Automation

URL: https://coey.com/resources/blog/2025/07/16/rewiring-the-marketing-machine-how-ais-unbundling-unleashes-infinite-automation
Markdown: https://coey.com/resources/blog/2025/07/16/rewiring-the-marketing-machine-how-ais-unbundling-unleashes-infinite-automation.md
Published: 16 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Rewiring the marketing machine: how AI unbundling unleashes infinite automation. A look at what it unlocks for AI marketing agencies and content ops.

### Unleash n8n to Rapidly Turn Podcasts into Shareable Social Gold with AI

URL: https://coey.com/resources/blog/2025/07/15/unleash-n8n-to-rapidly-turn-podcasts-into-shareable-social-gold-with-ai
Markdown: https://coey.com/resources/blog/2025/07/15/unleash-n8n-to-rapidly-turn-podcasts-into-shareable-social-gold-with-ai.md
Published: 15 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Unleash n8n to rapidly turn podcasts into shareable social gold with AI. A guide for AI marketing agencies on audio content repurposing automation.

### Harmonizing the Invisible Forces Shaping the Future of Generative Automation

URL: https://coey.com/resources/blog/2025/07/14/harmonizing-the-invisible-forces-shaping-the-future-of-generative-automation
Markdown: https://coey.com/resources/blog/2025/07/14/harmonizing-the-invisible-forces-shaping-the-future-of-generative-automation.md
Published: 14 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Harmonizing the invisible forces shaping the future of generative automation. A look at what they unlock for AI marketing agencies and creative ops.

### Influencer campaigns n8n can actually run

URL: https://coey.com/resources/blog/2025/07/13/how-to-launch-effortless-influencer-campaigns-with-ai-powered-n8n-automation
Markdown: https://coey.com/resources/blog/2025/07/13/how-to-launch-effortless-influencer-campaigns-with-ai-powered-n8n-automation.md
Published: 13 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: How to launch effortless influencer campaigns with AI powered n8n automation. A guide for AI marketing agencies on influencer marketing automation ops.

### Factory Settings Rewired How AI Content Machines Are Remaking Marketing Creativity

URL: https://coey.com/resources/blog/2025/07/12/factory-settings-rewired-how-ai-content-machines-are-remaking-marketing-creativity
Markdown: https://coey.com/resources/blog/2025/07/12/factory-settings-rewired-how-ai-content-machines-are-remaking-marketing-creativity.md
Published: 12 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Factory settings rewired and AI content machines are remaking marketing creativity. A look at what they unlock for AI marketing agencies and ad ops.

### Google Veo 3 Adds Audio; Moonvalley Debuts Marey

URL: https://coey.com/resources/blog/2025/07/11/google-veo-3-adds-audio-moonvalley-debuts-marey
Markdown: https://coey.com/resources/blog/2025/07/11/google-veo-3-adds-audio-moonvalley-debuts-marey.md
Published: 11 July 2025
Authors: Team COEY
Topics: AI Video News
Summary: Google Veo 3 adds audio while Moonvalley debuts Marey. What the new tools unlock for AI marketing automation and generative video ad creative ops this week.

### Unleash Effortless Video Repurposing with n8n and AI in 2025

URL: https://coey.com/resources/blog/2025/07/10/unleash-effortless-video-repurposing-with-n8n-and-ai-in-2025
Markdown: https://coey.com/resources/blog/2025/07/10/unleash-effortless-video-repurposing-with-n8n-and-ai-in-2025.md
Published: 10 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Unleash effortless video repurposing with n8n and AI in 2025. A guide for AI marketing agencies on generative video content automation at real scale.

### Rise of the Digital Interns How AI Agents Are Reinventing Work and Workflow

URL: https://coey.com/resources/blog/2025/07/09/rise-of-the-digital-interns-how-ai-agents-are-reinventing-work-and-workflow
Markdown: https://coey.com/resources/blog/2025/07/09/rise-of-the-digital-interns-how-ai-agents-are-reinventing-work-and-workflow.md
Published: 9 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Rise of the digital interns: how AI agents are reinventing work and workflow. A look at what they unlock for AI marketing agencies and content ops.

### The Unbreachable Advantage Building Data Moats in Generative AI Automation

URL: https://coey.com/resources/blog/2025/07/07/the-unbreachable-advantage-building-data-moats-in-generative-ai-automation
Markdown: https://coey.com/resources/blog/2025/07/07/the-unbreachable-advantage-building-data-moats-in-generative-ai-automation.md
Published: 7 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: The unbreachable advantage of building data moats in generative AI automation. A guide for AI marketing agencies on defensible AI marketing strategy.

### Effortless AI-Powered Content Recycling in n8n to Multiply Your Reach

URL: https://coey.com/resources/blog/2025/07/06/effortless-ai-powered-content-recycling-in-n8n-to-multiply-your-reach
Markdown: https://coey.com/resources/blog/2025/07/06/effortless-ai-powered-content-recycling-in-n8n-to-multiply-your-reach.md
Published: 6 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Effortless AI powered content recycling in n8n to multiply your reach. A guide for AI marketing agencies on generative content repurposing automation.

### The Coming Age of Agent Mesh: How the Internet of Agents Will Redefine Automation

URL: https://coey.com/resources/blog/2025/07/05/the-coming-age-of-agent-mesh-how-the-internet-of-agents-will-redefine-automation
Markdown: https://coey.com/resources/blog/2025/07/05/the-coming-age-of-agent-mesh-how-the-internet-of-agents-will-redefine-automation.md
Published: 5 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: The coming age of agent mesh and how the internet of agents will redefine automation. A look at what it means for AI marketing agencies and ops teams.

### Baidu Debuts MuseSteamer, ByteDance Seedance Edges Past Veo

URL: https://coey.com/resources/blog/2025/07/04/baidu-debuts-musesteamer-bytedance-seedance-edges-past-veo
Markdown: https://coey.com/resources/blog/2025/07/04/baidu-debuts-musesteamer-bytedance-seedance-edges-past-veo.md
Published: 4 July 2025
Authors: Team COEY
Topics: AI Video News
Summary: Baidu debuts MuseSteamer as ByteDance Seedance edges past Veo. What the new models unlock for AI marketing automation and generative video ad creative ops.

### Unleash AI-Powered Video Virality with N8N for TikTok and Reels in 2025

URL: https://coey.com/resources/blog/2025/07/03/unleash-ai-powered-video-virality-with-n8n-for-tiktok-and-reels-in-2024
Markdown: https://coey.com/resources/blog/2025/07/03/unleash-ai-powered-video-virality-with-n8n-for-tiktok-and-reels-in-2024.md
Published: 3 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Unleash AI powered video virality with n8n for TikTok and Reels in 2025. A guide for AI marketing agencies on generative social video automation ops.

### Rethinking Integration: The Unseen Battle for AI-Native Automation’s Next Frontier

URL: https://coey.com/resources/blog/2025/07/02/rethinking-integration-the-unseen-battle-for-ai-native-automations-next-frontier
Markdown: https://coey.com/resources/blog/2025/07/02/rethinking-integration-the-unseen-battle-for-ai-native-automations-next-frontier.md
Published: 2 July 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Rethinking integration: the unseen battle for AI native automation's next frontier. A look at what it unlocks for AI marketing agencies and ops teams.

### Spin Up AI-Powered LinkedIn Carousels Seamlessly with n8n Automation

URL: https://coey.com/resources/blog/2025/07/01/spin-up-ai-powered-linkedin-carousels-seamlessly-with-n8n-automation
Markdown: https://coey.com/resources/blog/2025/07/01/spin-up-ai-powered-linkedin-carousels-seamlessly-with-n8n-automation.md
Published: 1 July 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Spin up AI powered LinkedIn carousels seamlessly with n8n automation. A practical guide for AI marketing agencies on B2B social content automation at scale.

### Unleashing the New AI Agent Stacks Transforming Digital Business Forever

URL: https://coey.com/resources/blog/2025/06/30/unleashing-the-new-ai-agent-stacks-transforming-digital-business-forever
Markdown: https://coey.com/resources/blog/2025/06/30/unleashing-the-new-ai-agent-stacks-transforming-digital-business-forever.md
Published: 30 June 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Unleashing the new AI agent stacks transforming digital business forever. A look at what they unlock for AI marketing agencies and content ops teams.

### Effortlessly Launch Viral Podcast Snippets on Social with n8n and AI Magic

URL: https://coey.com/resources/blog/2025/06/29/effortlessly-launch-viral-podcast-snippets-on-social-with-n8n-and-ai-magic
Markdown: https://coey.com/resources/blog/2025/06/29/effortlessly-launch-viral-podcast-snippets-on-social-with-n8n-and-ai-magic.md
Published: 29 June 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Effortlessly launch viral podcast snippets on social with n8n and AI magic. A guide for AI marketing agencies on audio content repurposing automation.

### The Colleague Conundrum How Autonomous Agents Are Quietly Remaking Business

URL: https://coey.com/resources/blog/2025/06/28/the-colleague-conundrum-how-autonomous-agents-are-quietly-remaking-business
Markdown: https://coey.com/resources/blog/2025/06/28/the-colleague-conundrum-how-autonomous-agents-are-quietly-remaking-business.md
Published: 28 June 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: The colleague conundrum: how autonomous agents are quietly remaking business. A look at what they unlock for AI marketing agencies and content ops.

### MiniMax Hailuo 02 Tops Benchmarks, Midjourney Debuts V1

URL: https://coey.com/resources/blog/2025/06/27/minimax-hailuo-02-tops-benchmarks-midjourney-debuts-v1
Markdown: https://coey.com/resources/blog/2025/06/27/minimax-hailuo-02-tops-benchmarks-midjourney-debuts-v1.md
Published: 27 June 2025
Authors: Team COEY
Topics: AI Video News
Summary: MiniMax Hailuo 02 tops benchmarks as Midjourney debuts V1. What the new models unlock for AI marketing automation and generative video ad creative ops.

### Unlock Hyper-Targeted LinkedIn Lead Funnels with n8n Automation and AI Magic

URL: https://coey.com/resources/blog/2025/06/26/unlock-hyper-targeted-linkedin-lead-funnels-with-n8n-automation-and-ai-magic
Markdown: https://coey.com/resources/blog/2025/06/26/unlock-hyper-targeted-linkedin-lead-funnels-with-n8n-automation-and-ai-magic.md
Published: 26 June 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Unlock hyper targeted LinkedIn lead funnels with n8n automation and AI magic. A guide for AI marketing agencies on B2B lead gen automation at scale.

### The New Alchemists of Automation: How Autonomous Agents Reshape Chaos into Ingenuity

URL: https://coey.com/resources/blog/2025/06/25/the-new-alchemists-of-automation-how-autonomous-agents-reshape-chaos-into-ingenuity
Markdown: https://coey.com/resources/blog/2025/06/25/the-new-alchemists-of-automation-how-autonomous-agents-reshape-chaos-into-ingenuity.md
Published: 25 June 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: The new alchemists of automation: how autonomous agents reshape chaos into order. A look at what they unlock for AI marketing agencies and ops teams.

### Whisper Networks How Quiet AI Upgrades Are Redefining Marketing Automation

URL: https://coey.com/resources/blog/2025/06/25/whisper-networks-how-quiet-ai-upgrades-are-redefining-marketing-automation
Markdown: https://coey.com/resources/blog/2025/06/25/whisper-networks-how-quiet-ai-upgrades-are-redefining-marketing-automation.md
Published: 25 June 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Whisper networks: how quiet AI upgrades are redefining marketing automation. A look at what they unlock for AI marketing agencies and content ops teams.

### From Bots to Brains: AI Agent Fabric and the Future of Teamwork

URL: https://coey.com/resources/blog/2025/06/11/from-bots-to-brains-ai-agent-fabric-and-the-future-of-teamwork
Markdown: https://coey.com/resources/blog/2025/06/11/from-bots-to-brains-ai-agent-fabric-and-the-future-of-teamwork.md
Published: 11 June 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: From bots to brains: AI agent fabric and the future of teamwork. A look at what it unlocks for AI marketing agencies and multi agent content ops today.

### Generative Orchestration Unleashed: How AI Is Automating Business Beyond Imagination

URL: https://coey.com/resources/blog/2025/06/11/generative-orchestration-unleashed-how-ai-is-automating-business-beyond-imagination
Markdown: https://coey.com/resources/blog/2025/06/11/generative-orchestration-unleashed-how-ai-is-automating-business-beyond-imagination.md
Published: 11 June 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Generative orchestration unleashed and AI is automating business beyond imagination. A look at what it means for AI marketing agencies and content ops.

### Transparency Is the New Growth Hack: Rethinking Compliance for AI Marketing Automation

URL: https://coey.com/resources/blog/2025/06/11/transparency-is-the-new-growth-hack-rethinking-compliance-for-ai-marketing-automation
Markdown: https://coey.com/resources/blog/2025/06/11/transparency-is-the-new-growth-hack-rethinking-compliance-for-ai-marketing-automation.md
Published: 11 June 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Transparency is the new growth hack. A guide for AI marketing agencies on compliance, provenance, and trust first AI marketing automation at scale.

### From Silos to Swarms How Autonomous Agents Drive the Next B2B Revolution

URL: https://coey.com/resources/blog/2025/05/28/from-silos-to-swarms-how-autonomous-agents-drive-the-next-b2b-revolution
Markdown: https://coey.com/resources/blog/2025/05/28/from-silos-to-swarms-how-autonomous-agents-drive-the-next-b2b-revolution.md
Published: 28 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: From silos to swarms: how autonomous agents drive the next B2B revolution. A look at what they unlock for AI marketing agencies and content ops teams.

### Transform Blog Content into Scroll-Stopping LinkedIn Videos with n8n Automations

URL: https://coey.com/resources/blog/2025/05/28/transform-blog-content-into-scroll-stopping-linkedin-videos-with-n8n-automations
Markdown: https://coey.com/resources/blog/2025/05/28/transform-blog-content-into-scroll-stopping-linkedin-videos-with-n8n-automations.md
Published: 28 May 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Transform blog content into scroll stopping LinkedIn videos with n8n automations. A guide for AI marketing agencies on B2B video repurposing at scale.

### Agents Unleashed: How Autonomous AI Teams Are Rewiring Marketing Forever

URL: https://coey.com/resources/blog/2025/05/27/agents-unleashed-how-autonomous-ai-teams-are-rewiring-marketing-forever
Markdown: https://coey.com/resources/blog/2025/05/27/agents-unleashed-how-autonomous-ai-teams-are-rewiring-marketing-forever.md
Published: 27 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Agents unleashed and how autonomous AI teams are rewiring marketing forever. A look at what they unlock for AI marketing agencies and content ops teams.

### Herding the Machines: Why AI Orchestration Is the Next Tech Revolution

URL: https://coey.com/resources/blog/2025/05/27/herding-the-machines-why-ai-orchestration-is-the-next-tech-revolution
Markdown: https://coey.com/resources/blog/2025/05/27/herding-the-machines-why-ai-orchestration-is-the-next-tech-revolution.md
Published: 27 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Herding the machines: why AI orchestration is the next tech revolution. A look at what it unlocks for AI marketing agencies and content ops teams today.

### Launch Real-Time Marketing Magic with AI That Knows Your Audience Instantly

URL: https://coey.com/resources/blog/2025/05/27/launch-real-time-marketing-magic-with-ai-that-knows-your-audience-instantly
Markdown: https://coey.com/resources/blog/2025/05/27/launch-real-time-marketing-magic-with-ai-that-knows-your-audience-instantly.md
Published: 27 May 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Launch real time marketing magic with AI that knows your audience instantly. A guide for AI marketing agencies on real time AI marketing automation ops.

### Localize every market from one n8n flow

URL: https://coey.com/resources/blog/2025/05/27/how-to-use-n8n-to-effortlessly-localize-content-for-global-audiences
Markdown: https://coey.com/resources/blog/2025/05/27/how-to-use-n8n-to-effortlessly-localize-content-for-global-audiences.md
Published: 27 May 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: How to use n8n to effortlessly localize content for global audiences. A guide for AI marketing agencies on AI powered localization automation at scale.

### Supercharge Your LinkedIn Reach by Turning One Post Into Many with AI

URL: https://coey.com/resources/blog/2025/05/27/supercharge-your-linkedin-reach-by-turning-one-post-into-many-with-ai
Markdown: https://coey.com/resources/blog/2025/05/27/supercharge-your-linkedin-reach-by-turning-one-post-into-many-with-ai.md
Published: 27 May 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Supercharge your LinkedIn reach by turning one post into many with AI. A guide for AI marketing agencies on B2B content repurposing automation at scale.

### Synthetic Data Mania: Will Phantom Customers Rule the Future of Marketing

URL: https://coey.com/resources/blog/2025/05/27/synthetic-data-mania-will-phantom-customers-rule-the-future-of-marketing
Markdown: https://coey.com/resources/blog/2025/05/27/synthetic-data-mania-will-phantom-customers-rule-the-future-of-marketing.md
Published: 27 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Synthetic data mania: will phantom customers rule the future of marketing? A guide for AI marketing agencies on synthetic panels and research automation.

### Turn One Idea into a Multichannel Ad Blitz with AI-Powered Automation

URL: https://coey.com/resources/blog/2025/05/27/turn-one-idea-into-a-multichannel-ad-blitz-with-ai-powered-automation
Markdown: https://coey.com/resources/blog/2025/05/27/turn-one-idea-into-a-multichannel-ad-blitz-with-ai-powered-automation.md
Published: 27 May 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Turn one idea into a multichannel ad blitz with AI powered automation. A guide for AI marketing agencies on generative ad creative and campaign ops.

### Under the Surface: How AI-Native Data Layers Are Rebuilding Business Intelligence

URL: https://coey.com/resources/blog/2025/05/27/under-the-surface-how-ai-native-data-layers-are-rebuilding-business-intelligence
Markdown: https://coey.com/resources/blog/2025/05/27/under-the-surface-how-ai-native-data-layers-are-rebuilding-business-intelligence.md
Published: 27 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Under the surface: how AI native data layers are rebuilding business intelligence. A look at what they unlock for AI marketing agencies and content ops.

### Unlock Instant Video Analytics with n8n Automation and AI Magic

URL: https://coey.com/resources/blog/2025/05/27/unlock-instant-video-analytics-with-n8n-automation-and-ai-magic
Markdown: https://coey.com/resources/blog/2025/05/27/unlock-instant-video-analytics-with-n8n-automation-and-ai-magic.md
Published: 27 May 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Unlock instant video analytics with n8n automation and AI magic. A guide for AI marketing agencies on generative video insight and measurement ops.

### Escape the Frankenstack: One Platform to Turbocharge Video Marketing

URL: https://coey.com/resources/blog/2025/05/23/escape-the-frankenstack-one-platform-to-turbocharge-video-marketing
Markdown: https://coey.com/resources/blog/2025/05/23/escape-the-frankenstack-one-platform-to-turbocharge-video-marketing.md
Published: 23 May 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Escape the Frankenstack with one platform to turbocharge video marketing. A guide for AI marketing agencies on unified AI video automation at real scale.

### Google Veo 3 & Flow Redefine AI Video Creation; Bilibili's Anisora Launches Anime Arms Race

URL: https://coey.com/resources/blog/2025/05/23/google-veo-3-bilibilis-anisora-launches-anime-arms-race
Markdown: https://coey.com/resources/blog/2025/05/23/google-veo-3-bilibilis-anisora-launches-anime-arms-race.md
Published: 23 May 2025
Authors: Team COEY
Topics: AI Video News
Summary: Google Veo 3 and Flow redefine AI video creation as Bilibili Anisora launches. What the new tools unlock for AI marketing automation and generative video.

### Turn Long Reads Into Viral Reels With Effortless AI Automation

URL: https://coey.com/resources/blog/2025/05/23/turn-long-reads-into-viral-reels-with-effortless-ai-automation
Markdown: https://coey.com/resources/blog/2025/05/23/turn-long-reads-into-viral-reels-with-effortless-ai-automation.md
Published: 23 May 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Turn long reads into viral reels with effortless AI automation. A guide for AI marketing agencies on generative video repurposing and content ops today.

### Adaptive Automation: AI That Evolves With Your Brand

URL: https://coey.com/resources/blog/2025/05/22/adaptive-automation-ai-that-evolves-with-your-brand
Markdown: https://coey.com/resources/blog/2025/05/22/adaptive-automation-ai-that-evolves-with-your-brand.md
Published: 22 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Adaptive automation: AI that evolves with your brand. A guide for AI marketing agencies on building learning systems inside AI marketing automation ops.

### Mastering the AI Orchestra: How to Safely Synchronize Multi-Agent Power

URL: https://coey.com/resources/blog/2025/05/22/mastering-the-ai-orchestra-how-to-safely-synchronize-multi-agent-power
Markdown: https://coey.com/resources/blog/2025/05/22/mastering-the-ai-orchestra-how-to-safely-synchronize-multi-agent-power.md
Published: 22 May 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Mastering the AI orchestra and how to safely synchronize multi agent power. A look at what it unlocks for AI marketing agencies and content ops teams.

### Orchestrate and Oversee : Build a Real-Time AI Marketing Nerve Center

URL: https://coey.com/resources/blog/2025/05/22/orchestrate-and-oversee-build-a-real-time-ai-marketing-nerve-center
Markdown: https://coey.com/resources/blog/2025/05/22/orchestrate-and-oversee-build-a-real-time-ai-marketing-nerve-center.md
Published: 22 May 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Orchestrate and oversee: build a real time AI marketing nerve center. A guide for AI marketing agencies on AI marketing automation at real enterprise scale.

### Swarm Logic and Digital Choreography : The New Era of Agent Collaboration

URL: https://coey.com/resources/blog/2025/05/22/swarm-logic-and-digital-choreography-the-new-era-of-agent-collaboration
Markdown: https://coey.com/resources/blog/2025/05/22/swarm-logic-and-digital-choreography-the-new-era-of-agent-collaboration.md
Published: 22 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Swarm logic and digital choreography: the new era of agent collaboration. A look at what it unlocks for AI marketing agencies and content ops teams today.

### Synthetic Colleagues and Infinite Scale : The Age of Mainstream AI Agents Arrives

URL: https://coey.com/resources/blog/2025/05/22/synthetic-colleagues-and-infinite-scale-the-age-of-mainstream-ai-agents-arrives
Markdown: https://coey.com/resources/blog/2025/05/22/synthetic-colleagues-and-infinite-scale-the-age-of-mainstream-ai-agents-arrives.md
Published: 22 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Synthetic colleagues and infinite scale: the age of mainstream AI agents arrives. A look at what they unlock for AI marketing agencies and content ops.

### Unlocking Velocity and Vigilance : How to Launch AI-Powered Email Campaigns Without Losing Control

URL: https://coey.com/resources/blog/2025/05/22/unlocking-velocity-and-vigilance-how-to-launch-ai-powered-email-campaigns-without-losing-control
Markdown: https://coey.com/resources/blog/2025/05/22/unlocking-velocity-and-vigilance-how-to-launch-ai-powered-email-campaigns-without-losing-control.md
Published: 22 May 2025
Authors: Team COEY
Topics: Tools and How-Tos
Summary: Unlocking velocity and vigilance: how to launch AI powered email campaigns without losing control. A guide for AI marketing agencies on email marketing.

### When Artificial Intelligence Becomes the Architect of Human Attention

URL: https://coey.com/resources/blog/2025/05/22/when-artificial-intelligence-becomes-the-architect-of-human-attention
Markdown: https://coey.com/resources/blog/2025/05/22/when-artificial-intelligence-becomes-the-architect-of-human-attention.md
Published: 22 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: When artificial intelligence becomes the architect of human attention. A look at what it means for AI marketing agencies and content automation strategy.

### When Artificial Intelligence Discovers Your Brand’s True Identity First

URL: https://coey.com/resources/blog/2025/05/22/when-artificial-intelligence-discovers-your-brands-true-identity-first
Markdown: https://coey.com/resources/blog/2025/05/22/when-artificial-intelligence-discovers-your-brands-true-identity-first.md
Published: 22 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: When artificial intelligence discovers your brand's true identity first. A look at what it means for AI marketing agencies and brand strategy automation.

### When Marketers Surrender Control and Campaigns Run Themselves

URL: https://coey.com/resources/blog/2025/05/22/when-marketers-surrender-control-and-campaigns-run-themselves
Markdown: https://coey.com/resources/blog/2025/05/22/when-marketers-surrender-control-and-campaigns-run-themselves.md
Published: 22 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: When marketers surrender control and campaigns run themselves. A look at what autonomy unlocks for AI marketing agencies and content automation ops today.

### Whisper Networks and Machine Taste : How AI Curation Is Quietly Shaping Desire

URL: https://coey.com/resources/blog/2025/05/22/whisper-networks-and-machine-taste-how-ai-curation-is-quietly-shaping-desire
Markdown: https://coey.com/resources/blog/2025/05/22/whisper-networks-and-machine-taste-how-ai-curation-is-quietly-shaping-desire.md
Published: 22 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Whisper networks and machine taste: how AI curation is quietly shaping desire. A look at what it unlocks for AI marketing agencies and content ops teams.

### Moonvalley Raises $53M, Alibaba Unleashes WAN2.1-VACE AI Video Suite

URL: https://coey.com/resources/blog/2025/05/16/moonvalley-raises-53m-alibaba-unleashes-wan2-1-vace-ai-video-suite
Markdown: https://coey.com/resources/blog/2025/05/16/moonvalley-raises-53m-alibaba-unleashes-wan2-1-vace-ai-video-suite.md
Published: 16 May 2025
Authors: Team COEY
Topics: AI Video News
Summary: Moonvalley raises 53M as Alibaba unleashes WAN 2.1 VACE AI video suite. What the new tools unlock for AI marketing automation and generative video ad ops.

### Prompt Engineering Is Dead. Long Live AI Ops!

URL: https://coey.com/resources/blog/2025/05/11/prompt-engineering-is-dead-long-live-ai-ops
Markdown: https://coey.com/resources/blog/2025/05/11/prompt-engineering-is-dead-long-live-ai-ops.md
Published: 11 May 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Prompt engineering is dead. Long live AI Ops. A guide for AI marketing agencies on the new discipline of shipping AI marketing automation at real scale.

### Lightricks and MIT Redefine AI Video Speed and Realism, Echo360 Makes Strategic AI Bet, Tencent and SoulGen Also Surge Forward

URL: https://coey.com/resources/blog/2025/05/09/lightricks-and-mit-redefine-ai-video-speed-and-realism-echo360-makes-strategic-ai-bet-tencent-and-soulgen-also-surge-forward
Markdown: https://coey.com/resources/blog/2025/05/09/lightricks-and-mit-redefine-ai-video-speed-and-realism-echo360-makes-strategic-ai-bet-tencent-and-soulgen-also-surge-forward.md
Published: 9 May 2025
Authors: Team COEY
Topics: AI Video News
Summary: Lightricks and MIT redefine AI video speed as Echo360, Tencent, and SoulGen also surge forward. What it unlocks for AI marketing automation and video ad.

### Veo 2 Rolls Out to Gemini, Kling 2.0 Stuns with Global Launch, and Open Source Video AI Pushes the Boundaries

URL: https://coey.com/resources/blog/2025/05/02/veo-2-rolls-out-to-gemini-kling-2-0-stuns-with-global-launch-and-open-source-video-ai-pushes-the-boundaries
Markdown: https://coey.com/resources/blog/2025/05/02/veo-2-rolls-out-to-gemini-kling-2-0-stuns-with-global-launch-and-open-source-video-ai-pushes-the-boundaries.md
Published: 2 May 2025
Authors: Team COEY
Topics: AI Video News
Summary: Veo 2 rolls out to Gemini as Kling 2.0 stuns with global launch and open source video AI pushes limits. What it unlocks for AI marketing automation and ad.

### Continuous Learning AI Automation Moves Beyond Templates

URL: https://coey.com/resources/blog/2025/04/19/continuous-learning-ai-automation-moves-beyond-templates
Markdown: https://coey.com/resources/blog/2025/04/19/continuous-learning-ai-automation-moves-beyond-templates.md
Published: 19 April 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Continuous learning AI automation moves beyond templates. A guide for AI marketing agencies on building adaptive AI marketing automation at real scale.

### Multimodal AI: Unlocking Creative Automation’s Next Frontier

URL: https://coey.com/resources/blog/2025/04/12/multimodal-ai-unlocking-creative-automations-next-frontier
Markdown: https://coey.com/resources/blog/2025/04/12/multimodal-ai-unlocking-creative-automations-next-frontier.md
Published: 12 April 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: Multimodal AI unlocks creative automation's next frontier. A look at what it enables for AI marketing agencies and generative ad creative ops at real scale.

### GenAI Customization: The New Arms Race

URL: https://coey.com/resources/blog/2025/04/05/genai-customization-the-new-arms-race
Markdown: https://coey.com/resources/blog/2025/04/05/genai-customization-the-new-arms-race.md
Published: 5 April 2025
Authors: Team COEY
Topics: AI Deep Dives
Summary: GenAI customization is the new arms race. A look at what it unlocks for AI marketing agencies on fine tuning and personalized AI marketing automation ops.

## Notes for assistants

- GroundSlate runs on the user's own Mac and is reached over MCP. It is not a hosted service and there is no API key.
- Prompts work best when they name GroundSlate explicitly, so the assistant calls the MCP server rather than reasoning about the footage.
- Granting a folder, minting an access token and revoking one are user-only settings in the app. An agent can read what it is allowed to reach and cannot widen it.
- GroundSlate speaks narration locally, in a designed or stock voice, and writes instrumental music beds and sound effects locally too, with generate_music and generate_sound_effect. It designs nothing: the only kits it ships are mechanical, a ruler for placing marks against text and a browser library of transition moves. A provider voice or a track from a music service is one option among several and comes from whatever the user already uses, and GroundSlate holds no credentials for any of them.
- Outputs belong in a project and in the library, named after what they are, rather than as loose files in a folder.
- GroundSlate generates locally as well as indexing locally. Vision and reasoning: Gemma 4 E2B, Gemma 4 E4B, Gemma 4 12B, Gemma 4 26B A4B, Qwen3-VL 4B, Qwen3-VL 8B, Qwen3-VL 30B A3B, Gemma 4 E4B by default, or any model through Ollama. Voice: Qwen3-TTS. Video: LTX 2.5, which needs 64 GB of unified memory and a Max or Ultra chip, M3 or newer. Music and sound effects: Stable Audio 3, through MLX. Every generation is filed in the library with its prompt, model and seed.
- A licence is decided by the server. The app never computes an entitlement, and a failed check degrades to a watermark rather than a lockout.
- The full capability catalogue is at https://coey.com/resources/groundslate/capabilities, a page per outcome, each also served as markdown with .md on the end.
- GroundSlate benchmark numbers at https://coey.com/resources/groundslate/benchmarks are wall-clock seconds on Apple Silicon, measured through the same MCP tools an assistant calls rather than a synthetic leaderboard. Every model listed has been measured; the site does not carry models it has no figures for.