Elicits scenario-bounded human preferences through controlled alternatives, records literal choices and provenance, and turns supported signals into a reusable preference brief. Use when a decision-maker can reject work but cannot yet specify what to change,…
Verifies that an exact artifact revision follows a scenario-matched preference record without merging preference fidelity with correctness or task fitness. Use after implementation, before release, or when checking drift against a recorded preference…
Applies a scenario-matched preference brief to public marketing and editorial websites while protecting content hierarchy, conversion goals, accessibility, performance, responsive behavior, and declared discoverability requirements. Use for landing pages,…
Applies a scenario-matched preference brief to task-oriented product interfaces such as dashboards, forms, tables, settings, and operational workflows while preserving correctness, accessibility, state coverage, and task completion. Use when designing or…
Gates complete public-facing prose with a binary PUBLISH or HOLD verdict based on factual support, audience fit, clarity, structure, voice, and repetitive or generic writing patterns, without rewriting the text. Use immediately before publishing articles,…