reflexive-systems

An analytical essay on why prediction-based models fail in reflexive, unstable systems. This article argues that accuracy collapses when models influence behavior, and proposes equilibrium and force-based modeling as a more robust framework for understanding pressure, instability, and transitions in AI-shaped systems.

An open, rigorous, multi-tier conceptual framework linking reflexive mathematics, physical systems, and emergent coherence structures.

MOLT (蜕界) — Reflexive Co-evolution Engine for Multi-Agent Systems. Observe structural friction, attribute root causes, evolve through evidence. Native OpenClaw product.