- 01
Define the workflow learning job
Treat “highlight video maker” as a search job to investigate, not as proof that a SEELE feature exists. First turn the query into a repeatable sequence with explicit inputs, review points, and a reversible handoff. Write the intended audience, source owner, desired change, protected details, reviewer, and delivery condition before selecting any interface or model. That brief keeps the evaluation specific and makes an unsupported assumption visible early. At handoff, preserve the authorization record, and ask the workflow owner to record format readiness before the acceptance review.
- 02
Prepare inputs for clips, shorts, and highlights
For this topic, assemble the authorized long-form source, target channel, required context, duration range, and caption needs. Record where each source came from, who may use it, and what must remain unchanged. Use a small representative asset for the first pass, keep the original untouched, and define a fallback route so experimentation cannot silently become the production master. At handoff, preserve the source ledger, and ask the source custodian to record failure conditions before the workflow transfer.
- Confirm ownership, consent, and allowed reuse Before moving on, preserve the rights memo, and ask the rights reviewer to record failure conditions before the bounded test.
- Preserve an untouched source and version history Before moving on, preserve the evidence table, and ask the model evaluator to record format readiness before the bounded test.
- Name the reviewer and acceptance condition Before moving on, preserve the failure note, and ask the creative lead to record reversal cost before the bounded test.
- 03
Test observable controls for highlight video maker
A bounded evaluation should inspect moment selection, context preservation, reframing, pacing, captions, and the final call to action. Change one meaningful variable at a time and record the date, workspace, account context, input, setting, result, and failure. Topic selection can prioritize the question, but it does not establish availability, quality, speed, licensing, or a supported SEELE workflow. Before moving on, preserve the delivery checklist, and ask the accessibility reviewer to record revision intent before the editorial approval.
- 04
Review evidence, safety, and policy boundaries
A compelling excerpt must not distort the speaker's meaning or imply automatic publishing or platform approval. Use only authorized media, separate observed behavior from marketing language, and check current first-party documentation for any product-specific claim. For third-party products, competitors, plans, models, and platform rules, attach a verification date and primary source; an absent statement is an evidence gap rather than proof of a limitation. While evidence is current, preserve the review copy, and ask the claims reviewer to record failure conditions before the evidence refresh.
- 05
Approve a reversible production handoff
Before advancing “highlight video maker”, compare each excerpt with its source, check that edits preserve meaning, and validate current channel specifications. Document remaining manual work, unresolved evidence, destination requirements, and the person accepting the result. The handoff should preserve sources and test notes, allow correction, and avoid promises about output quality, turnaround, business performance, publishing, or access that the evidence does not support. For a controlled test, preserve the delivery checklist, and ask the model evaluator to record revision intent before the delivery pass.