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6/15/2026

LangGraph Fault Tolerance: Building Resilient Agents with Retries, Timeouts, and Error Handlers
Short summary
LangGraph introduces production-grade fault tolerance through @retry decorators, TimeoutPolicy, and ErrorHandler nodes—eliminating manual restarts for transient failures. Offers fine-grained retry strategies (exponential backoff, custom conditions) and timeout management with built-in LangSmith observability. Closes the gap between checkpointing (state capture) and active recovery (graceful failure handling).
- •New @retry decorator, TimeoutPolicy, and ErrorHandler nodes provide comprehensive fault tolerance for production agents
- •Supports exponential backoff, custom retry conditions, and granular timeout management at node/subgraph/graph levels
- •Built-in observability via LangSmith traces tracks retry rates and identifies problematic external services
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