Skip to Content
AI Evals in Practice
book

AI Evals in Practice

by Caio Incau
September 2026
Intermediate
216 pages
5h 33m
English
Packt Publishing
Content preview from AI Evals in Practice

Chapter 15 — Final Project: Complete Evalkit with CI and Dashboard

We have arrived. Over fourteen chapters, you have built evalkit from a single type definition to a comprehensive evaluation system with datasets, scorers, runners, regression detection, RAG metrics, agent evaluation, human annotation, production monitoring, cost tracking, and integration bridges. In this final chapter, we assemble everything into a production-ready package.

You will build three things: the complete evalkit package with a clean public API, a CI pipeline that runs evaluations on every pull request, and a reporting dashboard that visualizes quality trends over time. By the end, you will have a system you can deploy on your own LLM projects immediately.

Before diving ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

AI Agents: The Definitive Guide

AI Agents: The Definitive Guide

Nicole Koenigstein
Evals for AI Engineers

Evals for AI Engineers

Shreya Shankar, Hamel Husain

Publisher Resources

ISBN: 9781808817250