Impact & Metrics

Impact & Metrics

1. Differentiated Contribution

While AlphaProof applies formal reasoning to mathematics, Hamiltonian-SMT applies formal reasoning to Dynamic Agent Behavior. It moves MARL from a “black-box” trial-and-error craft to a rigorous, Verified-by-Design engineering discipline.

1. Key Performance Indicators (KPIs)

Adversarial Resilience: 0% contagion leakage under “Jitter-Trojan” stress tests.

Convergence Rate: 3x reduction in training iterations to reach stable Nash Equilibria.

Scalability: Linear scaling to 1,000+ agents via Apalache-verified distributed consensus.