Interview the operator and write the strategic layer of a product —vision, problem, users, scope, competitors, opportunities, open…
Transforms product requirement documents and change requests into structured, review-ready technical specifications, architecture designs…
Use when translating a PRD, feature spec, or raw product idea into screen-level prompts for web UX generators (Google Stitch, Figma AI…
Use when turning a product idea or feature request into a complete, reviewed PRD pack, dependency schedule, implementation plans, and one…
Product Requirements Document writing - PRD templates, MoSCoW prioritization, user personas, competitive analysis, feature specs…
Draft PRDs with problem framing, users, requirements, acceptance criteria, scope, and measurable outcomes.
Use before merging a kimi-code release PR to preview the user-facing CLI changelog in Chinese.
Prospective failure analysis using Gary Klein's pre-mortem technique.
Use when running the final pre-submission preflight for a Journal of the American Chemical Society (JACS) manuscript via ACS Paragon Plus…
Use when running the final pre-submission preflight for a Journal of Accounting Research (JAR) manuscript — the Wiley Research Exchange…
Use when running the final pre-submission preflight for a Journal of Consumer Research (JCR) manuscript — ScholarOne portal, anonymization…
Enforces a mandatory 9-item context-loading checklist before writing sessions to prevent AI focus degradation in long-form projects.
Cancer treatment recommendations from molecular profile (mutations + cancer type + biomarkers) — FDA-approved + investigational therapies…
Use when a PlayCanvas scene's static lighting, shadows, or ambient occlusion costs too much per frame, or lighting must ship precomputed…
Predict persona performance in specific task contexts.
Align a fine-tuned model with preference data using DPO, ORPO, KTO, or SimPO.
Detect and run project linters, formatters, and type checkers before committing or claiming completion.
Use when running the final pre-submission preflight for 《财贸经济》 — format, word count, blind review, references, anti-plagiarism, author…
When it comes to price information (PAngV 2022) in product liability and product law: checks deadline, form, jurisdiction, legal recourse an