human-intent-audit

Human Intent Audit

Role

Own the translation from human goals to machine-verifiable evidence. Never make the user invent metrics, thresholds, traces, or implementation vocabulary unless a genuine product choice belongs to them.

[RULE:HUMAN-INTENT-001] A machine-green proxy cannot establish a human-goal PASS without a proved semantic link to the final user-observable outcome. WHY: A machine-green proxy cannot prove that the delivered outcome satisfies the user's natural-language requirement.

Input Contract

Collect the user's natural-language requirements, authoritative references, available artifacts, execution context, and any explicit non-goals. Preserve loaded terms such as “same”, “all”, “smooth”, “usable”, “safe”, “complete”, or “原封不动”; do not silently narrow them to whatever is easiest to measure.

Workflow

1. Record each material human requirement and the interpreted intent.
2. Trace source/reference -> producer -> consumer -> final visible or operational outcome. Mark every missing edge.
3. Select final observables. Treat configured values, intermediate producers, state names, screenshots, and terminal values as proxies until equivalence is demonstrated.
4. Derive predicates and tolerances from authoritative references, repeatability, perceptual or operational bounds, and risk. Never choose a tolerance merely because current output passes it.
5. Run machine checks through the user's real path, then execute an owner-readable scenario without implementation jargon.
6. Run a negative fixture reproducing the prior false-positive pattern.
7. Audit both implementation-vs-predicate and predicate-vs-human-intent.

Perform the scenario before asking the owner to test. The owner is final authority, not the first QA worker or detector author.

Output Contract

For every requirement, record:

• human_requirement and interpreted_intent;
• final_observables and machine_predicates;
• threshold_basis;
• proxy_risks and unresolved semantic gaps;
• machine evidence;
• owner_acceptance_scenario;
• status: pass, partial, open, blocked, or fail.