# Useful but Little-Known Features of OpenAI Agent SDK
๐ 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.
๐ Title: Durable Execution Integrations
๐ URL:
๐งฉ 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).
๐ 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:
```
๐ Building it into production
ใปEnsure failure resilience for long-running agents (research, data processing)
ใปUse human-in-the-loop patterns to pause agents awaiting approval and resume after sign-off
ใปIf you already have orchestration infrastructure (Temporal/Dapr), run agents on top of it
ใปIn serverless environments, use Restate or DBOS for lightweight agent durability
๐ก Use cases
๐ Long-running research agents that auto-resume after failures
โ
Workflow automation with human approval steps
๐ Agent orchestration in microservices architectures
๐พ Checkpointing agent progress for recovery
โ ๏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.
โจ With durable execution, build agents that survive crashes and never lose progress.
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