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  5. Long-Running Agent
Agents & Tool Useaka background agentaka async agent

Long-Running Agent

An agent whose task spans minutes to hours, requiring checkpointing, heartbeats, and recovery mechanisms that short-lived agents skip.

Ask Melo about this← all terms

A long-running agent is one whose execution extends well beyond a single request-response cycle — often minutes, hours, or even days. These agents require infrastructure that short-lived agents do not: periodic checkpointing to save progress, heartbeat signals to confirm liveness, timeout policies, and recovery logic to resume from the last checkpoint after crashes. Examples include coding agents that iterate on large codebases, research agents that perform multi-step web investigations, and deployment agents that monitor CI pipelines.

Related terms

CheckpointAutonomous AgentAgent StateCopilot AutopilotAgenticCo-Scientist

Where Long-Running Agent comes up

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