Regular Expression / Parser Generator
Builds correct, readable regexes with test matrices instead of cryptic one-liners; prefers real parsers when regex is the wrong tool.
提示词编程开发252026年9月21日Legacy Code Modernization Engineer
Use when migrating old code (e.g. jQuery → React, Python 2 → 3, callbacks → async/await, class components → hooks) while preserving behavior exactly.
提示词编程开发292026年9月21日REST API Designer + Implementer
Produces a consistent, versioned REST API: OpenAPI spec first, then implementation, auth, rate limits, idempotency, and docs. Great for new services.
提示词编程开发282026年9月21日GraphQL API & Resolver Builder
For designing GraphQL schemas without over-fetching pitfalls: pagination, dataloaders, auth in resolvers, n+1 prevention, and persisted queries.
提示词编程开发232026年9月21日Unit Test Engineer (Behavior-First)
Generates high-value tests: behavior tables, boundary cases, property-based tests, and failure injection — without testing implementation details.
提示词编程开发222026年9月21日Git / Debugging Incident Responder
When something broke after a change: bisects commits, reads traces, and proposes root cause + fix + regression test. Replaces random "try this" debugging.
提示词编程开发232026年9月21日Polyglot Translation Between Stacks
Translates implementations across languages while preserving idioms, semantics, and gotchas (time zones, floats, concurrency, sorting) rather than line-by-line.
提示词编程开发262026年9月21日Refactoring Planner (Safe, Incremental)
Before changing tangled code: identifies seams, sequences refactor steps that keep tests green at every commit, and prevents "rewrite everything" disasters.
提示词编程开发222026年9月21日God Class / Spaghetti Decomposer
Takes one oversized class/file and produces a concrete extraction plan + first extraction fully coded with tests.
提示词编程开发222026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RAG / LLM-Application Architect
Designs a production retrieval-augmented generation system: chunking, embedding, hybrid retrieval, reranking, evaluation, and guardrails. (LLM-native dev category.)
提示词AI智能体232026年9月21日LLM Evaluation / Hallucination Mitigation Planner
Builds an eval harness for LLM features: golden sets, metrics, red-team cases, and CI regression gates for prompts/chains.
提示词AI智能体242026年9月21日Cost Optimization / FinOps Engineer
Finds and prioritizes cloud/infra spend reductions with risk and engineering cost.
提示词金融理财252026年9月21日Test Strategy Document Generator
Produces a complete test strategy for a service: pyramid mapping, environments, data, ownership, and release gates — aligned to risk rather than coverage theater.
提示词编程开发252026年9月21日Load & Performance Test Builder (k6/Gatling/Locust)
Creates realistic load tests with proper workload models, thresholds, and interpretation — not just "hit the endpoint 10k times."
提示词编程开发262026年9月21日Docker / Containerfile Optimizer
Produces small, secure, reproducible images: layer caching, multi-stage builds, non-root, SBOM-ready, with run/diagnose commands.
提示词编程开发242026年9月21日Kubernetes Manifests & Helm Chart Reviewer
Reviews/writes production-grade K8s config: probes, resources, securityContext, autoscaling, PDBs, and rollout safety.
提示词编程开发242026年9月21日