State and approval

Use human_review for a general checkpoint. Approval-gated and manual tools place exact call IDs in paused.run.pause.pending_tool_calls.

from phaseo_agent import AgentToolDecision, AgentToolOutput

pending = paused.run.pause.pending_tool_calls

continued = agent.continue_run(
    run=paused,
    client=client,
    approvals=[AgentToolDecision(pending[0].call.id)],
    tool_outputs=[AgentToolOutput(pending[1].call.id, {"status": "complete"})],
)

Provide rejections for denied calls or human_input for a general review pause. Decisions are matched by call ID, not tool name. Implement AgentStateAccessor.load(run_id) and save(result) when runs must survive requests or process restarts. Continuation can then load by run_id.

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Last modified on July 26, 2026

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