Agentic General Inteligence

Agent swarms of LLMs.

Architecture Mixture of Programs

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.

Chain of Thought Creativity for LLMs

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.

Edited on 3/16/2026.