- 01
Define the tool evaluation job
Treat “face expression changer” as a search job to investigate, not as proof that a SEELE feature exists. First clarify the requested job, observe current controls on a bounded test, and document workflow fit and evidence gaps. 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. For the working record, preserve the evidence table, and ask the brand reviewer to record reversal cost before the workflow transfer.
- 02
Prepare inputs for identity transformation
For this topic, assemble documented consent from every identifiable person, authorized media, a legitimate purpose, and a disclosure plan. 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. For the working record, preserve the review copy, and ask the brand reviewer to record input provenance before the workflow transfer.
- Confirm ownership, consent, and allowed reuse For the named reviewer, preserve the delivery checklist, and ask the channel editor to record evidence freshness before the dated decision.
- Preserve an untouched source and version history For the named reviewer, preserve the reference set, and ask the release approver to record failure conditions before the dated decision.
- Name the reviewer and acceptance condition For the named reviewer, preserve the claim inventory, and ask the identity reviewer to record disclosure clarity before the dated decision.
- 03
Test observable controls for face expression changer
A bounded evaluation should inspect identity scope, temporal consistency, expression fidelity, edit reversibility, provenance, and disclosure. 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. For the named reviewer, preserve the rights memo, and ask the release approver to record claim scope before the dated decision.
- 04
Review evidence, safety, and policy boundaries
Do not enable impersonation, non-consensual face or body replacement, deceptive endorsements, or evasion of safeguards. Any identifiable face, body, or voice requires explicit permission, a legitimate purpose, disclosure where required, and a human check against impersonation or deceptive endorsement. 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. For a controlled test, preserve the rights memo, and ask the workflow owner to record human approval before the acceptance review.
- 05
Approve a reversible production handoff
Before advancing “face expression changer”, verify consent, inspect every frame for identity errors, preserve source records, and obtain a named human approval. 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 the working record, preserve the rights memo, and ask the claims reviewer to record claim scope before the acceptance review.