Back
Engineering

Production evals in CI: a minimal setup

Start with a handful of representative tasks, add scoring, and catch regressions automatically before deploy.

CI metrics dashboard
AIKoders Team•Feb 2026
Read time: 6 min read

What you’ll learn

  • How to structure an AI workflow that stays predictable.
  • Which guardrails add safety without killing UX.
  • How to measure quality with lightweight evals.

Why this matters

Demos are easy. Production is where things break: messy inputs, tool failures, and edge cases. The goal isn’t “more AI”—it’s consistent outcomes you can trust.

Article Content

This is where the full article body will live. We can wire this to MDX or a CMS so each post has real content, code snippets, and SEO-friendly metadata.

For now, this placeholder keeps the page looking production-ready while you finalize the editorial pipeline.

Back to all posts