| description | Designs, evaluates, and improves agentic harnesses for developer tools, assistants, workflow runtimes, copilots, and AI-powered products. Applies when work involves defining or reviewing tool-use architecture, permissions, workflow state, durability, context and memory systems, evaluation strategy, observability, user experience, or phased implementation plans for an agentic system. |
| metadata | {"priority":6,"pathPatterns":["**/*harness*","**/*agent-runtime*","**/*agent_runtime*","**/*orchestrat*","**/*workflow*","**/*tool-registry*","**/*tool_registry*","**/*permission*","**/*approval*","**/*state-machine*","**/*state_machine*","**/*session*","**/*memory*","**/*eval*","**/*retry*"],"importPatterns":["@modelcontextprotocol/*","langgraph","@langchain/*","langchain","@vercel/workflow"],"bashPatterns":["\\bnpm\\s+(install|i|add)\\s+[^\\n]*(langgraph|langchain|@vercel/workflow|@modelcontextprotocol)\\b","\\bpnpm\\s+(install|i|add)\\s+[^\\n]*(langgraph|langchain|@vercel/workflow|@modelcontextprotocol)\\b","\\bbun\\s+(install|i|add)\\s+[^\\n]*(langgraph|langchain|@vercel/workflow|@modelcontextprotocol)\\b","\\byarn\\s+add\\s+[^\\n]*(langgraph|langchain|@vercel/workflow|@modelcontextprotocol)\\b"],"promptSignals":{"phrases":["agentic harness","agent harness","ai harness","harness architecture","agent architecture","agent runtime","agent workflow runtime","tool-use architecture","tool use architecture","tool calling system","tool registry","capability registry","permission layer","approval gate","human-in-the-loop","workflow state","session persistence","durable agent","durable workflow","resume after crash","crash-safe agent","retry and idempotency","context assembly","memory system","evaluation harness","replay evals","agent observability","operator visibility","multi-agent architecture","single agent vs multi-agent","stop reasons"],"allOf":[["agent","harness"],["tool","registry"],["permission","approval"],["workflow","state"],["resume","retry"],["context","memory"],["evaluation","harness"],["multi-agent","architecture"],["durable","agent"],["operator","visibility"]],"anyOf":["agent orchestration","approval workflow","tool-calling runtime","tool calling runtime","state machine","retry policy"],"noneOf":[],"minScore":6}} |