Battle-tested resilience primitives: retry/backoff, circuit breaker, idempotency, atomic writes, and fail-closed FastAPI helpers.
Verify a generated dub before anyone hears it — container receipts and spoken-content receipts for AI dialogue pipelines.
Verify a generated dub before anyone hears it — container receipts and spoken-content receipts for AI dialogue pipelines.
Read what PubMed records about a researcher and report it back as facts with denominators — first-author slots, time to a first slot, turnover, byline position. 查导师：把发表记录读成带分母的事实，不替你下结论。
Autonomous terminal-first AI software engineering assistant with ReAct tool loops and multi-provider fallback
