Why it matters
AI Engineer session on Why Bolt.new Won and Most DevTools AI Pivots Failed - Victoria Melnikova. It adds practical context for how teams are building and operating AI systems in production.
My takeaway: Useful for AI engineering because it grounds model adoption in concrete developer workflow, tooling, and product tradeoffs.