On building measurable LLM systems

Production LLM systems (agents, RAG, evals) need to be reliable, measurable, and cost/latency-aware. This post outlines the mindset: own architecture end-to-end, from research to engineering to product; use regression suites, quality signals, and tracing so that “shipped” means “observable and improvable.” No invented metrics — use TODO placeholders where data is missing.