From chat to agents: planning is the dividing line

An agent is more than a multi-turn chat interface: it maintains state, decomposes goals, uses tools, and recovers from failure.

An engineering view of trustworthy RAG

Trustworthy RAG is not a prompt. It is a system for traceable evidence, grounded answers, and abstention under uncertainty.