Define the procedure job before choosing a product
Treat “how do i change the picture” as a step-by-step learning request, not as evidence that a feature exists. The action implied by the query is to revise an existing asset while preserving its source; the working object is still image. Write the intended audience or user, authorized input, desired change, review owner, and finished handoff. Also state what the task excludes. This brief keeps search wording from turning into an unsupported promise about SEELE, a named vendor, a model, or an automatic result. For a controlled test, preserve the source ledger, and ask the model evaluator to record format readiness before the workflow transfer.
- Input: an authorized original, a precise change brief, protected identity and product details, and a target size or delivery condition For a controlled test, preserve the brief version, and ask the creative lead to record reversal cost before the workflow transfer.
- Success: a reversible image revision that preserves intended identity, factual attributes, composition, and provenance while meeting the stated handoff For a controlled test, preserve the input snapshot, and ask the rights reviewer to record temporal order before the acceptance review.
- Stop condition: missing rights, consent, safety review, primary evidence, or delivery authority For a controlled test, preserve the control log, and ask the model evaluator to record disclosure clarity before the acceptance review.