Building a model picker from the models endpoint
Hardcoded model ids go stale. Build the picker from the live catalog endpoints so new and retired models appear without a deploy.
7 min read
Find the segment behind a mid-video cliff
A sharp drop between the 40% and 70% marks is almost always one segment, not pacing. The timestamp-to-edit procedure, and the test that confirms the cut.
9 min read
The opening text card as a second hook
On-screen text in frame one hooks independently of the audio and can quietly contradict the visual. How to test card variants against one identical cut.
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
Why the editor rejects local file paths
Clip sources must be reachable over HTTPS, so file:// paths fail immediately. Upload or attach first, then render from the hosted URL.
7 min read
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