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Insights on production operations.

Engineering deep-dives, product updates, and field notes from the teams building autonomous production operations.

115 articles/Updated weekly

AI & Operations

Why AI Dev Spend Is the Next Ops Problem

Google's spend caps on Antigravity signal that agentic coding workloads behave like production infrastructure, not SaaS seats.

Andrew Lee·Aug 26, 2026·6 min read

Latest

Product

Observability Collects the Signals. NeuBird AI Acts on Them.

Your observability stack collects the signals. It was never built to act on them. How the NeuBird AI Production Ops Agent virtualizes reasoning across the stack you already run, queries in place, and resolves incidents under human approval.

Andrea Sy·Aug 19, 2026·9 min read

Technical Deep Dive

How Does Claude's Invisible Watermark Work?

Anthropic marks Claude's text invisibly but hasn't published the method. Here's our hypothesis, built on published LLM watermarking research.

Andrew Lee·Aug 13, 2026·11 min read

AI & Operations

AI in Incident Response: Google's Gemini SRE Playbook

Google SREs detail a Gemini CLI incident workflow: wide read access, bounded actions, human approval on every production change.

Andrew Lee·Aug 10, 2026·6 min read

Thought Leadership

AI's Pricing Power Will Drown Your DIY Agents

Token prices are climbing and free API access is dying. Agents architected in the cheap-token era inherit a cost curve they were never designed for.

Andrew Lee·Aug 6, 2026·8 min read

AI & Operations

Your Engineering Team Is a Crew of Agents Now. Who's On Call When They Break Prod?

AWS Kiro Crew makes agent engineering teams real. The ops question nobody's asking: when agents ship 24/7, who owns production?

Andrew Lee·Aug 5, 2026·6 min read

Thought Leadership

How to Evaluate Production Ops Agent Vendors for Preventive Issue Prediction

A vendor evaluation framework for Production Ops Agents that predict and prevent production issues before they page anyone.

Andrew Lee·Jul 29, 2026·7 min read

AI & Operations

The 3AM Page Is Dead: How Agentic Ops Is Rewriting the SRE Job

Agentic ops isn't replacing SREs. It's demoting toil to machines and promoting humans to system architects. Here's what actually changes.

Andrew Lee·Jul 24, 2026·6 min read

Thought Leadership

The outage wasn't yours. The downtime doesn't have to be.

Prevention and fast response matter. They end at the boundary of what you own. Autonomous operation carries uptime across it.

Francois Martel·Jul 22, 2026·8 min read

Thought Leadership

A Model Is Not an Agent

The enterprise AI model wars miss the point. A foundation model is the brain, not the body. Here is what actually makes a production operations agent work.

Venkat Ramakrishnan·Jul 20, 2026·5 min read