- 01
Define the workflow learning job
Treat “swap characters in any video” 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. For a controlled test, preserve the test fixture, and ask the claims reviewer to record control availability before the scope confirmation.
- 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 a controlled test, preserve the rights memo, and ask the policy reviewer to record identity consent before the final sign-off.
- Confirm ownership, consent, and allowed reuse For a reversible workflow, preserve the source ledger, and ask the delivery owner to record evidence freshness before the bounded test.
- Preserve an untouched source and version history For a reversible workflow, preserve the brief version, and ask the continuity editor to record failure conditions before the bounded test.
- Name the reviewer and acceptance condition For a reversible workflow, preserve the review copy, and ask the source custodian to record human approval before the bounded test.
- 03
Test observable controls for swap characters in any video
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 a reversible workflow, preserve the input snapshot, and ask the workflow owner to record input provenance before the editorial approval.
- 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 working record, preserve the failure note, and ask the source custodian to record human approval before the acceptance review.
- 05
Approve a reversible production handoff
Before advancing “swap characters in any video”, 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. Before moving on, preserve the input snapshot, and ask the continuity editor to record input provenance before the delivery pass.