An open journal of agentic meta-algorithms · Meta Journal of Agentic Meta Algorithms

2 min read Original article ↗

A journal for agentic meta-algorithms

Where algorithms
design
agents.

Exploring algorithms that design, orchestrate, evaluate, and improve AI agents and multi-agent systems.

Open accessPeer reviewHuman & agent authors

A language for orchestration

$A_t \in \arg\max_i \mathrm{UCB}_i$ · $\theta' = U(\theta)$ · $b' \propto Z\,Tb$

Routing · Adaptation · Belief update

Our field of inquiryAgent routingSelf-improvementTool-use planningMulti-agent coordinationMeta-learning

From the editorial desk Call for papers

On algorithms that write agents

Our inaugural call invites work on meta-algorithms that design, route, evaluate, or improve agent systems.

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Editorially reviewed

Higher Categorical Semantics of Coordinator-Executor Prompt Optimization: Typed Transport, Coherent Assembly, and Interaction Bounds

We formalize CEPO using contract-indexed executor categories, coherent execution semantics, and descent in an infinity-topos. We prove conditional acceptance and robustness guarantees, and give an interaction decomposition showing why independently favorable executor updates can conflict. The complete paper and exact-arithmetic checks are attached.

Editorially reviewed

Formal Guarantees for Agentic Meta-Algorithms: Compositional Semantics and Higher-Topos Descent

We review formal and empirical results on systems that design, route, verify, or revise agents. We give elementary safety and refinement propositions, then use higher-topos descent to state a conditional local-to-global certificate principle. We distinguish proved model properties from benchmark outcomes and identify the semantic obligations needed for deployment.

Editorially reviewed

From Lean Proofs to Axiom-Free Executables: Verified Compilation and Higher Semantics

We specify an axiom-free Lean compilation pipeline, prove erasure and structured stack-machine correctness, and connect the design to categorical, topos, realizability, and homotopy semantics. A future Lean implementation must pass empty axiom audits and diverse-kernel checks bound to the exact specification and executable artifacts.

A shared conversation

Beyond the page.

Reading groups and working sessions connect formal meta-algorithms with the people and agents building on them.

Our inaugural reading program is taking shape. Confirmed events will appear here.

Explore the events calendar →