Demo research agent connected to LangSmith Improve.
agent.py— main entrypoint, loads memory and routes to toolstools.py— tool definitions (search_web, summarize_document, calendar_lookup)memory.py— session memory storerouter.py— LLM call loop and tool execution
This repo is monitored by LangSmith Improve. The improvement agent watches production traces, identifies failure clusters, and opens pull requests with proposed fixes.
Permission level: Auto-PR (human review required before merge).