Define the orientation job before choosing a product

Treat “fix ai skin” as a broad orientation 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 editorial topic. 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. Before revision, preserve the control log, and ask the model evaluator to record evidence freshness before the bounded test.

• Input: an authorized original, a precise change brief, protected identity and product details, and a target size or delivery condition Before revision, preserve the input snapshot, and ask the rights reviewer to record control availability before the bounded test.
• Success: a reversible image revision that preserves intended identity, factual attributes, composition, and provenance while meeting the stated handoff Before revision, preserve the brief version, and ask the creative lead to record identity consent before the bounded test.
• Stop condition: missing rights, consent, safety review, primary evidence, or delivery authority Before revision, preserve the source ledger, and ask the model evaluator to record source fidelity before the bounded test.

Use the category discovery method

Start by defining the term or named product in neutral language, then separate the reader's likely production job from brand recognition, spelling variants, and search popularity. Build a shortlist of questions before opening any workspace or vendor page. For this query, clarify the intended meaning and production job before choosing a process or product. Keep notes about assumptions, source dates, failed checks, and human decisions beside the working asset. The category-discovery classification determines this learning sequence, while the authoritative taxonomy remains the only owner of the route. This page supplies editorial copy and cannot silently change the category, subhub, or URL. Before revision, preserve the claim inventory, and ask the accessibility reviewer to record visible continuity before the editorial approval.

Apply the image creation and editing boundary

Do not claim that a tool can recover detail that was never captured, guarantee realism, or preserve every factual attribute. Review altered content, rights, and disclosure at full delivery size. Work from an authorized original, a precise change brief, protected identity and product details, and a target size or delivery condition. Review toward a reversible image revision that preserves intended identity, factual attributes, composition, and provenance while meeting the stated handoff. A polished draft is not enough: the reviewer must be able to see which source supports each factual statement, who authorized each asset or identity, and which product behavior is still an unanswered test question. Topic selection alone never establishes safety, availability, quality, or permission. At this stage, preserve the failure note, and ask the source custodian to record identity consent before the production checkpoint.

• Preserve an untouched original At this stage, preserve the authorization record, and ask the release approver to record visible continuity before the production checkpoint.
• Protect identity and factual attributes At this stage, preserve the decision history, and ask the production lead to record disclosure clarity before the editorial approval.
• Inspect edges, texture, scale, and provenance At this stage, preserve the handoff draft, and ask the accessibility reviewer to record control availability before the editorial approval.

Record evidence, review the handoff, and name the next check

The handoff should state what the reader now understands, which interpretation remains uncertain, and which official source would be needed before a product-specific conclusion is publishable. Run separate passes for craft, factual accuracy, identity and source rights, safety, accessibility, and destination requirements. Record the source and verification date for any changing platform, model, price, policy, privacy, export, or compatibility statement. If primary evidence is missing, publish the item only as a question or editorial planning step. The finished handoff must name the approver and preserve a path back to the authorized original. During review, preserve the input snapshot, and ask the source custodian to record camera logic before the workflow transfer.