Note The Emergence of Internal Opposition Through Optimization Pressure

Note Context drift means allowing an AI to change its active context while it is still thinking. When controlled well it increases creativity and robustness, but if unmanaged it can damage coherence, waste computation, and produce unreliable outputs.

Note Mixture of Programs (MoP), a novel cognitive architecture for AI in which independent “programs” (agents) cooperatively create, manage, and refine each other to solve complex tasks. MoP merges ideas from mixture-of-experts (MoE) neural architectures, agent-based systems, and program synthesis.