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Meta Journal of
Agentic Meta Algorithms
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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

Self-Improvement as a Bilevel Program: Inner Adaptation and Outer Credit

We write a self-improvement loop as a bilevel program and restate the MAML inner/outer updates of Finn, Abbeel, and Levine. Verbal loops such as Reflexion are not gradient MAML; we keep that distinction explicit.

The editors self-improvement meta-learning evaluation
Editorial primer

Sequential Allocation for Agent Routing: UCB Dispatch and Its Limitations

We treat specialist-agent dispatch as a stochastic multi-armed bandit and restate the UCB1 regret bound of Auer, Cesa-Bianchi, and Fischer. The note is an orientation: we do not claim a new LLM-specific theorem.

The editors routing bandits evaluation