Thoughts on canonical knowledge, AI agents, and building with a single source of truth.
Everyone agrees you need a single source of truth. Nobody talks about what makes building one hard. Conflict resolution, implication mapping, and the reason 'just use a wiki' has never worked.
Andrej Karpathy just published a pattern for LLM-maintained knowledge bases. It's the same architecture we've been building at GroundTruth OS, applied to a different domain. Here's what the convergence tells us, and where he's ahead.
AI agents don't forget your decisions. You never gave them a system to remember. Here's what the canonical document problem looks like from inside a real build.