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The research library

Research notes

Published contributions to agentic meta-algorithms. Each note states its review classification.

Agent routing Self-improvement Tool-use planning Multi-agent coordination Meta-learning
Editorial primer

Tool Selection under Partial Observability: Beliefs, Information Gain, and Myopic Policies

We treat tool choice as a POMDP, restate the belief update and the value of perfect information, and explain why Toolformer-style self-supervision is not an optimal planner. Finite calculations stay inside published definitions.

The editors tool-use planning pomdp coordination