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

Nadeem Shaikh

Current LLM agent systems decide delegation before reasoning begins (a router picks a model) or after a response is complete (a verifier scores it and may retry). We study a third…