Skip to Content
Code as Data
book

Code as Data

by Bryan Friedman, Pat Johnson, Olga Kundzich
July 2026
Intermediate
35 pages
52m
English
O'Reilly Media, Inc.
Content preview from Code as Data

Chapter 1. Enterprise Software in the AI Era

You have never seen your software. No one has. Not the engineer who architected it, not the team that owns the service today, and not the agent you just asked to make changes. Each of them works from an incomplete picture of your codebase that gets assembled fresh every time it’s needed—and forgotten when it’s not.

You notice it the moment you try to change anything. A routine security fix stalls because hundreds of applications are pinned to a version you have to upgrade first. A refactor that should touch one module reaches into dozens, because there’s no record of what depends on it. A framework swap scoped for a weekend uncovers a decade of assumptions no one wrote down. The change itself is rarely the hard part. The hard part is that no one can see what all it touches until they’re already inside it.

When developers were the ones making changes, one at a time, this was survivable. Now, however, agents are writing code at a volume no review process was built to absorb. Yet they still read it the same partial way developers always have, inferring through text what they can’t see. You’re being asked to trust change across the whole estate, faster than anyone can verify it.

This book is about what it would take to finally see your software. Model it once, with compiler accuracy, and let everyone (humans and agents) work from the same reference. This capability has never mattered more.

Impossible Questions About Your Codebase

Everything ...

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

RAG-Ready Patterns for Data Platforms

RAG-Ready Patterns for Data Platforms

Ravi Vedula, Gerardo Bodegas Martinez, Maruti Chittajallu, Jack Pullikottil
Implementing Data Mesh

Implementing Data Mesh

Jean-Georges Perrin, Eric Broda
Data Mesh

Data Mesh

Zhamak Dehghani

Publisher Resources

ISBN: 0642572333225