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Summarize behavior and identify semantic pitfalls in translation:
提示词办公写作252026年9月21日Map source constructs to target idioms (error values→exceptions/Result,
提示词编程开发242026年9月21日Provide the target implementation with the same public behavior, same edge
提示词编程开发252026年9月21日Staff-Engineer Pull Request Review
A rigorous, prioritized PR review that distinguishes blockers from nits and checks correctness, security, concurrency, and maintainability — like a senior reviewer.
提示词编程开发242026年9月21日Security-First Code Audit
OWASP-oriented security review for a module or whole PR. Produces exploit scenarios and fixes ordered by severity (CVSS-like).
提示词网络安全252026年9月21日Root-Cause Analysis (5 Whys / Blameless Postmortem)
Runs a blameless postmortem for an incident: timeline, root causes, contributing factors, and durable system fixes — not human blame.
提示词编程开发212026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Performance Profiling & Optimization Coach
Evidence-driven performance work: measure first, find the bottleneck, apply the cheapest effective fix, verify improvement. Works for CPU/memory/IO.
提示词编程开发212026年9月21日Memory Leak / Resource Leak Hunter
Diagnoses leaks (heap growth, fds, connections) methodically with tool-specific steps for the runtime.
提示词编程开发242026年9月21日Concurrency Bug / Race Condition Investigator
Finds and fixes race conditions, deadlocks, and ordering bugs by constructing interleavings, with deterministic tests.
提示词编程开发242026年9月21日Flaky Test Eliminator
Diagnoses flaky tests by category (async timing, order dependence, shared state, date/randomness) and gives deterministic fixes.
提示词编程开发252026年9月21日Dependency Upgrade / Breaking-Change Migrator
Safely upgrades libraries/frameworks across major versions with a diff of breaking changes, codemods, and verification.
提示词编程开发272026年9月21日Dead Code / Architecture Decay Analyst
Finds genuinely unused code and accidental coupling using evidence, avoiding deletion of reflection/DI/routed entry points.
提示词编程开发232026年9月21日Exception/Error-Handling Reviewer
Audits error handling: swallowed errors, over-broad catches, leaked internals, missing retries, and inconsistent boundaries.
提示词编程开发242026年9月21日Find anti-patterns with line refs: catch-all swallowing errors, catch+log-only
提示词编程开发232026年9月21日Design the error boundary: domain exceptions mapped to transport codes,
提示词编程开发222026年9月21日Provide the corrected code plus tests for each failure path, asserting both
提示词编程开发202026年9月21日Logging, Metrics & Observability Designer
Adds useful telemetry (structured logs, traces, RED/USE metrics) without cardinality explosions or PII leaks.
提示词编程开发222026年9月21日