- 01
Define the workflow learning job
Treat “video body swap” 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 this stage, preserve the continuity note, and ask the production lead to record claim scope before the fallback decision.
- 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. At this stage, preserve the input snapshot, and ask the production lead to record camera logic before the acceptance review.
- Confirm ownership, consent, and allowed reuse Before delivery, preserve the failure note, and ask the accessibility reviewer to record format readiness before the evidence refresh.
- Preserve an untouched source and version history Before delivery, preserve the authorization record, and ask the factual editor to record reversal cost before the evidence refresh.
- Name the reviewer and acceptance condition Before delivery, preserve the rights memo, and ask the source custodian to record control availability before the evidence refresh.
- 03
Test observable controls for video body swap
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 delivery, preserve the claim inventory, and ask the workflow owner to record source fidelity before the rights check.
- 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. At this stage, preserve the decision history, and ask the policy reviewer to record source fidelity before the release review.
- 05
Approve a reversible production handoff
Before advancing “video body swap”, 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 named reviewer, preserve the decision history, and ask the channel editor to record format readiness before the reversible handoff.