AI Systems
Shipping Eval Loops That Don't Lie
If you don't measure model behavior in production, you're shipping a guess.
If your evals only pass on cherry-picked prompts, you don't have reliability. You have a demo harness.
Outline
- Why offline evals drift from real-world behavior
- Golden sets vs live traffic sampling
- Regression tests for prompt + model upgrades
- Human review workflows and acceptance thresholds
- Dashboards that surface failure modes early