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LangChain Forum - Topics tagged python-help

Llama-server process has terminated: invalid argument --load-mode with Ollama client 0.32.6 and langchain-ollama 1.1.0 Langchain Certified Agent Engineer Exam - Exam link not received and no response Null-drift: A bare-metal O(1) Memory Store for continuous LangGraph agents Clarification needed: Assistant config vs context and graph initialization Proposal: a small local helper for readable run traces via PR Proxy Authentication Required 407 What is the right way to dynamically create and run a graph? Re-Implement claude code's dynamic workflow using langchian & deepagents How to define a correct state for multi-agent system Response Format Groq Model Pydantic I hope to get some recommendations for practical skills Interrupt does not work correctly in LangGraph The Qwen3.6b model in fireworks through initchatmodel reporting hugely inflated tokens For parallel execution in Node, should i use the functional API? Potential Enhancement: Django-Managed PostgresSaver Pre-interrupt() code re-runs on resume — anti-pattern, or is there a sanctioned way to detect resume? Interrupt parallel branch execution Best practices for self-hosting LangGraph Server OSS without LangGraph keys Dynamically Enabling/Disabling Graphs in a LangGraph Server at Runtime LangGraph thread copy can take 12+ minutes: recommended production pattern? Will DeltaChannel be the default for AgentState.messages, or expected to stay opt-in? Proposal: additional docs for implementing custom DB checkpointers or a guide on generic base checkpointer Prompt_cache_retention: '24h' supported in langchain agents and where to provide it, inside invoke or while creating client? Could RAG pipelines realistically cause deployment timeouts, is Render suitable for first-time RAG deployments? How do I use langchain_postgres' init_vectorstore_table correctly? Proposal: Graph-wide default error handler for StateGraph (fallback for nodes without error_handler) Support timedelta for CachePolicy.ttl, consistent with TimeoutPolicy Anyone confirms this issue that deepagent ui streaming is disturb by update in deepagent or bug issue Best Stack for Building AI Applications Seeking help regarding the connection between Websocket and tool calls
Add Qdrant-backed checkpoint saver and memory store (lang...
gianlucapern · 2026-04-22 · via LangChain Forum - Topics tagged python-help
Hi, I’d like to contribute a new library libs/checkpoint-qdrant/ that adds Qdrant as a backend for both the LangGraph checkpoint saver and the long-term memory store. Motivation: Qdrant is widely used in LangGraph-based apps for vector search. Users who already run Qdrant in their stack currently have to introduce a second database (Postgres or SQLite) just for checkpointing. Having a native Qdrant implementation removes that friction. Proposed API: QdrantSaver / AsyncQdrantSaver — checkpoint saver ( langgraph.checkpoint.qdrant ) QdrantStore / AsyncQdrantStore — memory store with optional vector similarity search, namespace filtering, and TTL ( langgraph.store.qdrant ) The implementation follows the same structure and semantics as checkpoint-postgres and checkpoint-sqlite . I have a working implementation ready with 40 tests passing (ruff + mypy clean, tested against both in-memory and real Docker Qdrant). Happy to open a PR as soon as this is approved. Let me know if you’d like me to adjust anything in the API design. Current implementation here: GitHub - gianlucaperna/langgraph at feat/checkpoint-qdrant · GitHub Thanks! 1 post - 1 participant Read full topic