Introducing HyMoEx

Introducing HyMoEx.

Hybrid Modular Coordinated Experts — an architectural paradigm for scalable multi-agent systems and expert coordination.

The problem: Multi-agent systems work with 2 or 3 agents. At 5, 10, 20, 50 or more, flat architectures break under quadratic communication complexity.

A formal 7-role agent taxonomy with typed message protocols.

Three deployment modalities — M1, M2, M3 — with a subsumption theorem proving M1 ⊂ M2 ⊂ M3. Migration preserves 100% of existing agent definitions.

Mixture-of-Experts gating adapted from neural networks to discrete agents.

• 96.7% expert selection accuracy
• 93% token reduction from 5 agents onward
• Framework-agnostic by design
• Bidirectional adapters included

Deployed in real-world production environments across developer-tools, fintech, HR, sales, and deep-tech.