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cv usk
@cv_usk
AI / Software Research Notes AI Agent, LLMOps, MLOps, Software Architecture ๆŠ•็จฟใฏๅ€‹ไบบใฎๆ„่ฆ‹ใงใ™ใ€‚
Joined May 2026
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# Useful but Little-Known Features of OpenAI Agent SDK ๐ŸŒ When your agent crashes mid-task, do you have to start over from scratch? Durable execution integrations preserve agent progress across failures, letting you resume right where you left off. ๐Ÿ“Œ Title: Durable Execution Integrations ๐Ÿ”— URL: ๐Ÿงฉ Overview The OpenAI Agent SDK supports integration with multiple durable execution orchestrators. **Temporal** enables durable, long-running workflows. **Dapr** is a vendor-neutral CNCF orchestrator with automatic failure recovery. **Restate** provides a lightweight durable agent framework supporting processes, containers, and serverless. **DBOS** preserves agent progress using SQLite or Postgres. All four integrate with the standard `Runner` interface and support human-in-the-loop patterns (pause, approve, resume). ๐Ÿ›  How to use it ```python # Temporal integration # pip install temporalio from temporalio.contrib.openai_agents import openai_workflow # Dapr integration # Set up Dapr CLI and runtime, then: # dapr run -- python agent_workflow.py # Restate integration # pip install restate-sdk # Deploy agents following Restate docs # DBOS integration # pip install dbos from dbos import DBOS # See official documentation for each orchestrator: # Temporal: # Dapr: # Restate: # DBOS: ``` ๐Ÿ— Building it into production ใƒปEnsure failure resilience for long-running agents (research, data processing) ใƒปUse human-in-the-loop patterns to pause agents awaiting approval and resume after sign-off ใƒปIf you already have orchestration infrastructure (Temporal/Dapr), run agents on top of it ใƒปIn serverless environments, use Restate or DBOS for lightweight agent durability ๐Ÿ’ก Use cases ๐Ÿ”„ Long-running research agents that auto-resume after failures โœ… Workflow automation with human approval steps ๐Ÿ— Agent orchestration in microservices architectures ๐Ÿ’พ Checkpointing agent progress for recovery โš ๏ธ Watch out Each orchestrator has its own infrastructure requirements (Temporal server, Dapr runtime, Restate service, DBOS database), so factor in operational cost and complexity when choosing. For vendor neutrality, consider Dapr (CNCF) or Restate. If you have existing workflow infrastructure, Temporal is a natural fit. For minimal setup, DBOS works well. Integration maturity varies, so thoroughly validate before production deployment. โœจ With durable execution, build agents that survive crashes and never lose progress. #OpenAIAgentSDK# #AIAgent#
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