methodology

methodology

Agent Control Theory
agents

Agent Control Theory

Agents are taking on more of software development, and steering them turns out to be an old problem in disguise. The feedback loop that keeps them on course is nothing new. It is the founding idea of control theory. Now, let's point it at agents.

Look Ma, No RAG! Building Agent-Native Knowledge Systems
agents

Look Ma, No RAG! Building Agent-Native Knowledge Systems

I built this over three months. Then Karpathy posted about the same pattern. Here's the systematized, repeatable version - born from downloading papers, organizing them, and realizing the index file was the whole trick.