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To make an AI agent’s work resumable, decide where its state lives, represent human approval as a pause in the workflow, and persist changes in a way that can be reconciled after retries. These measures preserve workflow progress; they do not guarantee that an external action happened exactly once or that every failure can be recovered automatically.
Decide what must survive—and who owns it
A long-running agent workflow may need to preserve more than the conversation. Identify the information required to continue safely:
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- Conversation history: the messages and context needed for the next model turn.
- Workflow progress: the current step, completed work, and pending tasks.
- Pending approval: the action awaiting a human decision and the state from which to resume.
- External action status: whether a tool or business system may already have received an attempted action.
OpenAI’s Running agents guide describes distinct continuation choices: application-managed history, persistent sessions, and server-managed continuation identifiers. Choose and document the state owner for each conversation. If you deliberately combine approaches, define how they reconcile; replaying application history alongside server-managed state can duplicate context.
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Model approval as a pause and resume
Human review should be an explicit workflow state, not an informal interruption. In the documented OpenAI approval lifecycle, the run records an interruption and resumable state, waits for a decision, then resumes from that state. If review takes time, the state can be serialized and stored for later.
- Reach the operation that requires review and interrupt the run before it proceeds.
- Persist the resumable state and enough information to identify the pending decision.
- Collect the approval or rejection.
- Resume the same run from its saved state and branch according to the decision.
This preserves run continuity. It does not determine what happened in an external system if a request timed out or only partially completed. The application still needs a way to inspect or reconcile that action before deciding whether to retry.
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Put checks at the boundary they protect
Checks are most useful when placed close to the input, output, or action they govern. OpenAI’s guardrails and human review guide distinguishes these boundaries:
| Control | Boundary | Use |
|---|---|---|
| Input guardrail | Incoming request | Check requests before they enter the agent workflow. |
| Tool guardrail | Function-tool arguments or results | Validate a particular tool operation or its returned data. |
| Output guardrail | Final response | Check the response before it is returned. |
| Human review | Before a sensitive side effect | Require an approval decision before a consequential action executes. |
Agent-level guardrails do not necessarily run around every tool call in a manager-style workflow. If a particular tool action needs protection, verify that validation is attached to that action’s boundary rather than assuming a broader check covers it. OpenAI’s documentation summarizes the distinction: “Use guardrails for automatic checks and human review for approval decisions.”
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Make custom history persistence retry-aware
When building a custom session backend, use the Agents SDK’s documented transaction-aware persistence pattern. Persist the operation identifier and the associated history mutation atomically in the same transaction. If the same operation and transaction are encountered again, the backend can reconcile them without applying that history update twice.
This is a specific guarantee about session-history persistence, not a blanket exactly-once guarantee. It does not establish exactly-once behavior for model calls, third-party tools, or business-system side effects. Those systems need their own retry and reconciliation design.
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Evaluate orchestration against the workload
When considering an orchestration layer, compare what it owns and how it fits the workflow rather than inferring performance from an integration list. Temporal’s Durable AI documentation lists integrations for agent frameworks including OpenAI Agents SDK and LangGraph. That establishes documented integration availability, not comparative superiority.
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- Which component owns conversation history and workflow progress?
- How is a run resumed after an interruption, including a delayed approval?
- Can the application control the storage and state it needs?
- Does the orchestration layer document support for the framework in use?
- How will the system detect and reconcile an external action whose outcome is uncertain?
The cited documentation does not provide a workload-specific benchmark, comparative recovery results, cost assessment, or scaling analysis. Those questions require evaluation against the application’s actual workload and operating constraints.
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