Deploying & Monitoring LLM Apps

The demo worked on the first try in a notebook. Two weeks later the same code is paging an engineer at 2 a.m. because a hardcoded API key leaked, a 30-second model call hung the web server, and one user's prompt crashed the whole process. Nothing about the mod

8 lessons, each with runnable code in the browser.

  1. From Notebook to Production
  2. Logging & Tracing
  3. Evals in CI
  4. Cost Monitoring
  5. Failures & Fallbacks
  6. Versioning Prompts and Models
  7. A/B Testing LLM Changes
  8. Incident Response for LLM Apps

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