langgraph
https://github.com/langchain-ai/langgraph
Python
Build resilient language agents as graphs.
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- Issues
- perf(pregel): `_scratchpad` rescans `pending_writes` once per task (O(tasks x writes) per superstep)
- feat: Queue/steer graphs while running
- Root Makefile aggregate targets can report success after a child command fails
- RedisCache key encoding collides when namespace or cache key contains ':'
- Error handler nodes ignore node timeouts (timeout dropped in prepare_node_error_handler_task)
- RedisCache.clear([()]) deletes every cache namespace instead of only the empty namespace
- default_retry_on retries requests.HTTPError 4xx responses instead of only 5xx
- Store search default ordering: InMemoryStore returns insertion order, Sqlite/PostgresStore return updated_at DESC
- SQLite mixed-batch retries retain stale special-channel writes
- Consumed resume values are re-delivered to later interrupts: invoke(None) auto-answers a pending interrupt with a stale payload
- Docs
- Python not yet supported