AI SRE

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Articles, talks, and writing about AI agents in production.

2026

The substitution myth & the tough spot it puts us in Oct 2
John Allspaw · adaptivecapacitylabs.com
Can Claude Fix Itself? Using LLMs for Incident Response Aug 26
Alex Palcuie · infoq.com
There is more to code review than (automatable) detection Aug 24
John Allspaw · adaptivecapacitylabs.com
Wild AI-related reliability incidents are coming Aug 22
Lorin Hochstein · surfingcomplexity.blog
'My Boss Wants Me to Pick an AI SRE Tool': Q&A at Incident Fest (Adaptive Capacity Labs) Aug 11
Sam Salter · uptimelabs.io
Control and complexity: tension in systems design Aug 10
Fred Hebert · ferd.ca
Expertise Can't Be Automated: Why Resilience Still Needs Humans Aug 3
Courtney Nash · resilienceinsoftware.org
I am dreading our LLM-written incident report future Jun 19
Lorin Hochstein · surfingcomplexity.blog
AI demands more engineering discipline. Not less Jun 15
Charity Majors · charity.wtf
An AI Agent Debugs a Postgres I/O Spike: Multixacts, SLRU Caches, and a Crisis It Invented Jun 15
Ian McGraw · arthur.ai
The on-call cost of AI-generated code Jun 9
Brent Chapman · greatcircle.com
AI in SRE: How Google is Engineering the Future of Reliable Operations May 28
Ioannis Papapanagiotou, Stevan Malesevic, Chris Heiser, Ruslan Meshenberg · sre.google
The Pulse: AI load breaks GitHub – why not other vendors? May 7
Gergely Orosz · blog.pragmaticengineer.com
It's time to be right. Apr 30
Marc Brooker · brooker.co.za
How we built a real-world evaluation platform for autonomous SRE agents at scale Apr 7
Benjamin Barton · datadoghq.com
Kelsey Hightower at KubeCon 2026: "Everyone is a junior engineer when it comes to AI" Mar 30
Jennifer Riggins · thenewstack.io
Fixing Claude with Claude: Anthropic reports on AI SRE Mar 19
Tim Anderson · theregister.com
After outages, Amazon to make senior engineers sign off on AI-assisted changes Mar 10
Rafe Rosner-Uddin, Financial Times · arstechnica.com
Why Your On-Call Engineer Is Your Most Expensive Bottleneck Mar 10
Pranav Kumar Shil · medium.com
Your Data Is Made Powerful By Context (so stop destroying it already) Mar 9
Charity Majors · charity.wtf
We Automated Everything Except Knowing What's Going On Mar 2
Kenneth Eversole · eversole.dev
Cloud-OpsBench: A Reproducible Benchmark for Agentic Root Cause Analysis in Cloud Systems Feb 28
Yilun Wang et al. · arxiv.org
The naked truth about AI-assisted coding Feb 26
Krasimir Tsonev · krasimirtsonev.com
The Picture They Paint of You Feb 23
Fred Hebert · ferd.ca
Building An Elite AI Engineering Culture In 2026 Feb 18
Chris Roth · cjroth.com
Lots of AI SRE, no AI incident management Feb 14
Lorin Hochstein · surfingcomplexity.blog
Are bugs and incidents inevitable with AI coding agents? Jan 28
David Loker · stackoverflow.blog
Practical Considerations for AI Incident Reviews Jan 25
Fischer · fgj.codes
Bring Back Ops Pride Jan 19
Charity Majors · charity.wtf
Software engineering when machine writes the code Jan 19
Shayon Mukherjee · shayon.dev
Tribal Knowledge Kills On-Call Jan 19
Angelika Alashwah · medium.com
Human-Centred AI for SRE: Multi-Agent Incident Response without Losing Control Jan 18
Matt Saunders · infoq.com
The Future of AI in SRE: Preventing Failures, Not Fixing Them Jan 17
Asaf Savich · thenewstack.io
How we built an AI SRE agent that investigates like a team of engineers Jan 12
Daniel Shan, Tristan Ratchford · datadoghq.com
Software Acceleration and Desynchronization Jan 5
Fred Hebert · ferd.ca
Your AI SRE needs better observability, not bigger models Jan 1
Manveer Chawla · clickhouse.com
Building internal agents Jan 1
Will Larson · lethain.com

2025

AI and the ironies of automation - Part 2 Dec 12
Uwe Friedrichsen · ufried.com
Facilitating AI adoption at Imprint Dec 7
Will Larson · lethain.com
AI and the ironies of automation - Part 1 Nov 21
Uwe Friedrichsen · ufried.com
Notes from the 2025 'AI Agents in Production' Conference Nov 18
Mark Torres · markptorres.com
From 4 Hours to 8 Minutes with AI Agents That Transform SRE Incident Response Oct 8
Peter Jausovec · usenix.org
Ongoing Tradeoffs, and Incidents as Landmarks Sep 20
Fred Hebert · ferd.ca
Stop Building AI Tools Backwards May 16
Hazel Weakly · hazelweakly.me
SREcon25 Americas - “On-Call Is Ruining My Life” and Other Tales about Holding the Pager as an SRE Apr 21
Cory Watson · youtube.com
Another observability 3.0 appears on the horizon Mar 24
Charity Majors · charity.wtf
AI: Where in the Loop Should Humans Go? Mar 7
Fred Hebert · ferd.ca
What Progress In Learning From Incidents Actually Looks Like Feb 28
John Allspaw · adaptivecapacitylabs.com
Observability: the present and future, with Charity Majors Jan 22
Gergely Orosz · newsletter.pragmaticengineer.com

2024

End-of-Year Observability Retrospective with Charity Majors Dec 22
Dotan Horovits · medium.com
LLMs won't save us Dec 12
Niall Murphy · blog.relyabilit.ie
Learning from Major Incidents: The Opportunities We're Missing Jul 22
Nora Jones · pagerduty.com
Leveraging AI for efficient incident response Jun 24
Diana Hsu, Michael Neu, Mohamed Farrag, Rahul Kindi · engineering.fb.com
Generative AI is not going to build your engineering team for you Jun 10
Charity Majors · charity.wtf
Alert on symptoms, not causes Mar 6
Galo Navarro · varoa.net