AI & LLM EDITING

Better suggestions.
Deliberate decisions.

Separate machine-generated observations, structured edit plans, human approval, and final publication.

Two layers with different jobs

AI-assisted selection can help organize candidate moments around transcripts and scene observations. An LLM planning layer can turn an editor’s brief into a structured proposal. Neither is the same as approving a clip, rendering a file, or authorizing a public post.

A planning example

Ask for a complete explanation from an authorized interview. Require the candidate interval, its supporting transcript references, and any unresolved context. Validate the source and timing, then review the proposed captions and crop before approving a version.

This example is a design pattern. There is no live model connection or editor on this website.

THE NEXT READ

Go deeper into the handoff.