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Nadeem Shaikh

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Preprint Aug 2026

Knowing When to Ask for Help: Bayesian Self-Escalation in Hierarchical LLM Agents

The myopic escalation threshold is derived in closed form, characterise the optimal policy via dynamic programming, and it is proved that the optimal policy is a time-varying threshold with no shape assumption on the raw signal.

Nadeem Shaikh · 0 citations