AI & Operations
Andrew Lee·Sep 17, 2026·9 min read
Prometheus and Grafana Best Practices for the Agentic AI Era
Blog
Insights on production operations.
Engineering deep-dives, product updates, and field notes from the teams building autonomous production operations.
118 articles/Updated weekly
Latest
Thought LeadershipAndrew Lee·Aug 25, 2026·3 min read
Earned Autonomy: What It Takes for an AI Agent to Touch Production
Workday CTO Gabe Monroy and NeuBird AI's Vinod Jayaraman debate what AI agents must prove before they earn the right to act in production.
Product
Andrea Sy·Aug 24, 2026·5 min read
Red Hat Ansible Automation Platform: AI Runbook Automation
NeuBird AI now integrates with Red Hat Ansible Automation Platform, pairing AI-driven investigation with deterministic runbook automation to enable safe, self-healing operations. Read the details.
Thought Leadership
Venkat Ramakrishnan·Aug 24, 2026·14 min read
AI SRE Agents: When to Build vs. When to Buy
A decision framework and 3-year cost model for when to build your own AI SRE agent versus buy a platform. See the real cost of DIY agents at scale.
ProductAndrea Sy·Aug 19, 2026·9 min read
Observability Collects the Signals. NeuBird Acts on Them.
Your observability stack collects the signals. It was never built to act on them. How the NeuBird Production Ops Agent virtualizes reasoning across the stack you already run, queries in place, and resolves incidents under human approval.
Technical Deep DiveAndrew Lee·Aug 13, 2026·11 min read
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.
AI & OperationsAndrew Lee·Aug 10, 2026·6 min read
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.
Thought LeadershipAndrew Lee·Aug 6, 2026·8 min read
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.
AI & OperationsAndrew Lee·Aug 5, 2026·6 min read
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?
Thought LeadershipAndrew Lee·Jul 29, 2026·7 min read
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.
AI & OperationsAndrew Lee·Jul 24, 2026·6 min read
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.
Thought Leadership
Francois Martel·Jul 22, 2026·8 min read
The outage wasn't yours. The downtime doesn't have to be.
Prevention and fast response stop at the boundary of what you own. Autonomous operations carry uptime across it when a provider you can't fix fails.
Thought LeadershipVenkat Ramakrishnan·Jul 20, 2026·5 min read
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.
…