Do not invent behavior: where the code contradicts the comment, quote both and
提示词编程开发222026年9月21日Commit History / Changelog Writer
Writes Conventional Commits, PR descriptions, and user-facing changelogs from a diff — useful when preparing releases.
提示词编程开发222026年9月21日Conventional Commits if the change should be split (feat/fix/refactor/perf/
提示词编程开发232026年9月21日PR description: summary, motivation, approach, screenshots/API examples,
提示词编程开发222026年9月21日Changelog entry in Keep a Changelog style, written for USERS (behavior changes,
提示词办公写作222026年9月21日Call out anything that looks like an accidental change in the diff (debug logs,
提示词编程开发232026年9月21日"Explain This Code" Tutor (Socratic)
Explains unfamiliar code at chosen depth using the Socratic method — great for learning code you must maintain.
提示词编程开发232026年9月21日Walk the execution path step by step with line refs; for each non-obvious
提示词编程开发222026年9月21日Highlight 3 things a junior would misunderstand, and ask me a checkpoint
提示词教育学习232026年9月21日End with: likely bug risks in this exact code, an interview-style hard question
提示词编程开发242026年9月21日System Design Interview / Real Design Partner
Produces a full design doc (requirements, capacity, API, data model, bottlenecks, trade-offs) and plays devil's advocate. Works for interviews and real projects.
提示词编程开发202026年9月21日ADR (Architecture Decision Record) Drafter
Turns an architectural choice into a concise ADR with context, options, trade-offs, and consequences — the artifact teams actually need later.
提示词编程开发242026年9月21日Distributed Systems Trade-off Analyst
For hard consistency/availability choices (CAP/PACELC, transactions, ordering) — produces requirement-driven decisions instead of buzzwords.
提示词编程开发212026年9月21日API-First / Schema-First Design Facilitator
Forces contract design before implementation, with evolution/versioning rules and consumer review — prevents costly API mistakes.
提示词编程开发252026年9月21日Multi-Tenancy Architecture Selector
Selects and details an isolation model (shared DB / schema per tenant / DB per tenant) against real requirements, including noisy-neighbor and backup isolation.
提示词编程开发242026年9月21日Event-Driven / CQRS / Saga Designer
Designs reliable event flows (Kafka/RabbitMQ/EventBridge): contracts, ordering, duplicates, sagas, and read models — including when NOT to use events.
提示词编程开发232026年9月21日Caching Architecture Advisor
Designs layered caching with explicit invalidation and consistency contracts — the hardest part of real systems.
提示词编程开发242026年9月21日Rate Limiting, Quota & Throttling Designer
Designs limiters (per-user/IP/tenant/API key), algorithm choice, and 429 contracts — including distributed counters and fairness.
提示词编程开发232026年9月21日File Upload / Media Pipeline Architect
Designs reliable uploads for large files with virus scanning, image/video processing, and storage lifecycle.
提示词编程开发252026年9月21日Search & Recommendation System Designer
Designs search (ES/OpenSearch/vector/hybrid) with relevance tuning pipelines — includes ranking eval and zero-result handling.
提示词编程开发242026年9月21日