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Production AI Agents with PydanticAI

Engineering discipline for agents you can leave running overnight

This book is 30% completeLast updated on 2026-07-03

Ship a GitHub issue-triage agent from laptop PoC to production - one chapter at a time, fixing real failure modes with contracts, evals, and rollback plans. Built on Pydantic AI for engineers who already know how to ship software and need agents that behave the same way.

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About

About

About the Book

Your proof-of-concept works on your laptop. The demo got a nod. Then someone called it production - and you’re the one on call when it mislabels issues, burns through the API budget, or quietly degrades after a “small prompt tweak.”

Production AI Agents with PydanticAI is for senior Python engineers who already know how to ship APIs and now need to ship agents with the same discipline: versioned contracts, contract tests, eval gates in CI, observability, cost SLOs, canaries, rollback plans, and a runbook that survives a 3am page. This is not a prompt-engineering book and not an introduction to LLMs. It treats agents as software and Pydantic AI as the framework where typed outputs and dependency injection give you the seams to test, version, and operate what other stacks leave loose.

You build one system end to end: an open-source maintainer assistant that triages GitHub issues. From tools and retrieval through output contracts, unit tests, the eval suite, observability, cost engineering, human-in-the-loop controls, canary rollout, and on-call operations, you end with an agent you would trust to keep running while you sleep.

Runnable code for every chapter lives in the book’s companion repository. If you have an agent in a notebook and a deadline to put it in production this quarter, this book is the checklist.

Author

About the Author

Nuno Bispo

Nuno Bispo is a Senior Software Engineer with more than 15 years of experience in software development.

He has worked in various industries such as insurance, banking, and airlines, where he focused on building software using low-code platforms.

For the past years, Nuno has been improving his skills in Python and Django and has worked as a freelance consultant on many international projects and written several innovative articles on his blog.

Currently, Nuno works as an Integration Architect for a major multinational corporation.

He has a degree in Computer Engineering.

Contents

Table of Contents

Preface

  1. Who this book is for
  2. The project you will build
  3. How to read this book
  4. Who this book is not for

Chapter 01 - Your PoC Is Not in Production

  1. Failure mode 1: The silent retrieval miss
  2. Failure mode 2: The unversioned prompt change
  3. Failure mode 3: The cost blowup nobody saw
  4. What the three failures have in common
  5. Why Pydantic AI
  6. What you will build

Chapter 02 - The First Agent

  1. The output contract
  2. Setup
  3. The agent
  4. Fetching issues
  5. Running the classification
  6. What the disagreement tells you
  7. What you have, and what you do not
  8. Ship it

Chapter 03 - Shipping the Bad Version

  1. What the deploy looks like
  2. Setup
  3. Posting a comment
  4. The polling loop
  5. The crontab
  6. The first comment
  7. Why minimal beats elaborate
  8. The embarrassing inventory

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