Stop relying on prompts—put validation, PII controls, and containment inside your RAG/agent pipeline, and measure everything.
Proof-backed agents moved from leaderboard to CI—Leanstral makes formal checks a realistic add-on for critical services.
If you don’t engineer agents like unreliable networked services—with receipts—you’ll ship ghosts, dupes, and untraceable state.
AI delivery is getting field-assisted and opinionated—your edge is production discipline, not just a bigger model.
Treat Claude Code as a first-class, managed Linux tool via the native installer or signed repos to simplify rollout and updates.