The Incidents Are the Training Data

Sun, 07 Jun 2026 15:00:00 -0400

There is a structural transformation happening in how software organizations operate. It has been described from different angles: as the software factory (repeatable delivery pipelines as industrial processes), as the AI flywheel (operational data as a continuous training signal), and as the AI-native startup playbook (eval suites as governance, tokens as headcount). But these are not three separate schools of thought. They are the same phenomenon viewed from process, learning, and organizational perspectives. The shift they all describe is: operations produce structured data, that data trains AI systems, those AI systems run operations.

Humble Book Bundle: DevOps by O'Reilly

Tue, 06 Nov 2018 00:00:00 +0000

About the Bundle

This bundle includes the following books:

AWS System Administration by Mike Ryan, Federico Lucifredi
The Site Reliability Workbook by Betsy Beyer, Niall Richard Murphy, David K. Rensin, Kent Kawahara, Stephen Thorne
Kubernetes: Up and Running by Joe Beda, Kelsey Hightower, Brendan Burns
Designing Distributed Systems by Brendan Burns
Prometheus: Up & Running by Brian Brazil
Cloud Native Infrastructure by Justin Garrison, Kris Nova
Practical Monitoring by Mike Julian
Linux Pocket Guide, 3rd Edition by Daniel J. Barrett
Seeking SRE by David N. Blank-Edelman
Effective DevOps by Jennifer Davis, Ryn Daniels
Moving Hadoop to the Cloud by Bill Havanki
Database Reliability Engineering by Laine Campbell, Charity Majors
Deploying to OpenShift by Graham Dumpleton
Jenkins 2: Up and Running by Brent Laster
Cloud Foundry: The Definitive Guide by Duncan C. E. Winn

SRE on Notes from the Rabbit Hole

The Incidents Are the Training Data

Humble Book Bundle: DevOps by O'Reilly

About the Bundle