Spoken clip in, transcript out: transcribe_audio does not burn captions
Transcribe audio to text is one agent job. transcribe_audio returns words. Burning styled captions on a video is a different job.
3 min read
Tell cut_video what to keep; it will not merge two sources
Trim or cut a video is one agent job on a single file. cut_video keeps time ranges. Stitching two clips, or generating a longer take, is a different job.
3 min read
Talking-head overlay composites two clips; it does not invent a face
create_ugc_video_overlay needs a base video and an overlay video. A talking avatar generate is a different job, and faking the face wastes credits.
4 min read
Upscaling an image adds pixels to a keeper; it does not invent a scene
upscale_image raises resolution on a still you are keeping. A new generate at 4K is a different job, and upscaling a miss wastes credits.
4 min read
Write the words: generate_speech speaks them, it does not finish the video
Write and generate a voiceover is one agent job. generate_speech returns a spoken file. Laying it on picture, or casting two speakers, is a different job.
3 min read
How agent tools route to six sub-agents
A flat list of 139 tools serves an agent worse than six domain specialists. Name the job so the router sends the turn to the right one first.
9 min read
Picking the chat model behind the agent
The chat model plans; the generate model renders. Change chat_model to pick the brain, and pin generate models separately when the clip has to match.
7 min read
Quick generate: skipping the conversation loop
POST /quick-generate runs one image or video generate without chat memory. Use it for scripted one-shots; keep /chat for anything that has to remember a brief.
7 min read
The separate limiters behind agent and social calls
Agent chat, generation and social posting sit on separate counters. Size each stage against its own limiter so a publishing 429 cannot stall generation.
9 min read
When the agent picks the wrong sub-agent
Misrouting is usually ambiguous phrasing, not a broken agent. Word the first sentence so only one of the six domains can claim the job.
9 min read
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