AI keeps suggesting deprecated APIs

The fix

Training data is 6-12 months stale. For fast-moving libs (Next.js, React, Tailwind), paste the relevant docs section into context before asking for code. Tools like Context7 MCP do this automatically. Once a quarter, ask the model: "What's the current best practice for X in [library] version [Y]?" and verify against official docs.