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.
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.