On 4 April, Andrej Karpathy published a thousand-word gist with a new way of thinking about personal knowledge bases. Six weeks in, my vault audited six projects in two hours and found the same flaw in five of them. Three layers, one ownership rule, and why compiled notes get denser instead of bigger.
Ben Emson · Agent-first infrastructure
Building AI agents
that build software
I build systems that build systems — autonomous agents, multi-step orchestration, specification-driven development. Currently at AgentWebFactory.com.
See the work01 — Writing
agents essay
Someone praised my project. I got flattered, said yes without thinking, and a memecoin launched in its name. My project's credibility was the product. People may have lost money. Here is what I should have asked first.
agents
Can a custom memory library help an agent write good indie dev articles? We test it live: elfmem-grounded research, vault recall, peer agent communication, and a human editor. Here is what came out.
agents
FAQ