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Escalate on a budget, not an error: when an AI agent should hand off to a human

This story is from 2026-10-14. It is preserved in the archive; the latest stories are on the live feed.

A retry is not a fresh draw, and waiting for an exception means waiting past the point where anything was recoverable. Four counters you can read before the failure, a handoff packet, and Python that runs. Mercor's best agent on APEX-Agents passes 24.0% of its tasks on one attempt . Give it eight a…

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  1. 2026-10-14 14:38 · DEV Community — AI
    Escalate on a budget, not an error: when an AI agent should hand off to a human

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