Ai-agents

AI without context is a toy. Context without tools is a library. The formula for next-generation knowledge work: Agent = IDE + Context Pack + CLI Library.

If an AI agent can do everything a custom web app can do, will people eventually spend more time talking to their agent than clicking through software? Examining the build-vs-buy calculus for internal tools.

The illusion of AI learning: Why noticing is not learning, the three states of knowledge, and how to build a true learning pipeline structured around procedural memory.