prompt-refinement-lab

Use when creating or updating a developer-facing README.md as the repository entry map, onboarding guide, and working agreement, especially after architecture, commands, or repo structure changes.

Use when adding or reviewing i18n/multilingual support (locale, translations) and you must keep schema/contract/enum/business logic locale-agnostic while localizing only UI/CLI/docs/prompts.

Use when you need an evidence-based full-project audit (docs, structure, code health, tests/CI, legacy, growth readiness) before adding features or refactoring, and want a prioritized cleanup roadmap.

Use when you need to build or tighten a governance stack (AGENTS.md/CONSTITUTION.md/MANUAL.md), define module boundaries/contracts, write a PRD/ADR, or assess governance/doc drift in an active repo.

Use when auditing a local-first web/desktop app (Next.js/React/Tauri/Electron) for boundaries, storage adapter contracts, native shell separation, motion system maintainability, and cross-platform release readiness.

Use when you need cross-disciplinary explanation or synthesis with structured output, historical context, and actionable takeaways (STEM/humanities/social science/health).

Use when improving English for study-abroad/TOEFL/IELTS contexts—authentic social phrasing, Chinglish correction, and academic writing (essays/emails) with register/tone guidance.

Use when shooting with Sony A7M5 (or similar) and you need S-Log3 exposure/ISO strategy plus a Mac color-managed post workflow (DaVinci/LR), including troubleshooting.

Use when analyzing an intimate relationship situation and you need a high-agency strategy: decode signals, assess attachment/power dynamics, and draft boundary-setting communication scripts.

Use when someone feels stuck about career/life direction and wants an energy-audit interview to identify strengths/talents and produce a concrete 1-week experiment plan.