
RAG Is Not a Database
RAG is runtime context construction at query time, not a storage layer you bolt onto an LLM.

RAG is runtime context construction at query time, not a storage layer you bolt onto an LLM.

Proposal is not permission. Agents propose tool calls; governance decides whether they run. An architecture breakdown of runtime trust boundaries for production agent systems in regulated industries.

AI observability is not a dashboard. It is a capture-and-retention architecture with five signals, five retention policies, and four consumers.

Hallucination is not the model failing. It is the model succeeding at the wrong objective in a system that never gave it the right one.

A 20,000-ft view of the LLM lifecycle and why understanding the four stages matters for enterprise architecture.