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Uncertainty, Abstention, and Escalation

How an agent should act when it is not sure. Recognize genuine low confidence, then choose deliberately among four responses: act, abstain, ask, or escalate. The choice should be calibrated to the stakes and reversibility of the action, so an irreversible step is gated on high confidence while a reversible one can proceed with the uncertainty surfaced. Covers why a confident error propagates further than an explicit 'I don't know', and how to avoid the failure modes of guessing under uncertainty and of abstaining on everything.

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Four Responses to Uncertainty: Act, Abstain, Ask, Escalate

Uncertainty, Abstention, and Escalation

# Acting Under Uncertainty: A Four-Way Decision Ladder Not every uncertain situation calls for the same response. The skill is choosing deliberately between **four** options, calibrated to the **stakes** and **reversibility** of the action. ## The Four Responses | Response | When to use it | |---

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