- 01
Define the workflow learning job
Treat “face swap portraits” 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. During review, preserve the decision history, and ask the continuity editor to record format readiness before the release review.
- 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. During review, preserve the reference set, and ask the factual editor to record reversal cost before the source comparison.
- Confirm ownership, consent, and allowed reuse Before moving on, preserve the handoff draft, and ask the production lead to record identity consent before the source comparison.
- Preserve an untouched source and version history Before moving on, preserve the decision history, and ask the source custodian to record claim scope before the source comparison.
- Name the reviewer and acceptance condition Before moving on, preserve the control log, and ask the factual editor to record camera logic before the source comparison.
- 03
Test observable controls for face swap portraits
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. Before moving on, preserve the test fixture, and ask the continuity editor to record reversal cost before the release review.
- 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 the named reviewer, preserve the reference set, and ask the channel editor to record disclosure clarity before the final sign-off.
- 05
Approve a reversible production handoff
Before advancing “face swap portraits”, 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 a reversible workflow, preserve the reference set, and ask the policy reviewer to record evidence freshness before the editorial approval.