#idempotency

Integrity scenarios for agent runtimes, distilled from real fleet incidents — deterministic fault-injection checks against real SDKs

Weak connection protocol — interruption-safe Claude Code agent skill for SSH, deploys, and remote work over unstable networks (mobile, train, flaky wifi). Atomic writes + nohup + idempotency + recovery breadcrumbs.

中文版｜用 6 个固定故障场景，比较 Agent 在超时、限流、审批和重启后的行为。

Durable agent task handoffs with SQLite leases, fencing tokens, dependencies, idempotency, and an event trail.

Engineering deterministic, production-grade systems around non-deterministic LLMs — FSM, durable execution, retries, DAGs, agent runtimes, model routing, edge inference, RAG, memory, multi-agent orchestration, security, and observability. 14 runnable proof-of-concept phases.

Evaluate tool-using maintenance agents against real APIs and PostgreSQL, with replayable traces, fault injection, and deterministic scoring.

Retail exception detection and task reliability engine connecting ERP, WMS, and HRMS with deterministic reconciliation, idempotent task workflows, and guardrailed AI advisory.

Production-minded FastAPI pipeline for validating, normalizing, deduplicating, and routing multi-provider data intake.