DevOpsDays Rockies 2026

Adam Gordon Bell

Adam Gordon Bell has spent 20 years building infrastructure — cloud security products at Tenable, CI/CD tooling at Earthly, and now IaC at Pulumi. He's run real experiments giving AI agents access to live AWS and Kubernetes clusters, and has the failure receipts to prove it. He's also written widely-read technical guides on AWK, jq, Bazel, and containers, and hosts CoRecursive, a software engineering podcast with several million downloads.


Social Media

https://twitter.com/adamgordonbell
https://www.linkedin.com/in/adamgordonbell/
https://github.com/adamgordonbell


Session

09-22
11:30
5min
When AI Agents Touch Real Infrastructure: Five War Stories and a Frameworkk
Adam Gordon Bell

Most DevOps teams are quietly running the same experiment right now: how much can we let AI agents do without us? Generate code, run scripts, deploy infrastructure, open PRs — the trust window keeps widening.

Coding agents have earned some of it. Benchmarks like MMLU have been flat since 2024 — what improved is execution: tool use, multi-step planning, persistence. That's what "agentic" means.

So I gave agents access to real infrastructure — cloud accounts, Kubernetes clusters, Git repos — with no human approval, just execution. Some results were genuinely useful. Others destroyed days of work, created infinite loops on shared clusters, and crossed boundaries I didn't know existed.

This talk shares five war stories from those experiments:

  • The Context Gap: An agent lost its context mid-deploy and started making raw AWS CLI calls on a shared account
  • The Git Disaster: Asked to clean up a secret, the agent wiped an entire repository — confidently, irreversibly
  • The Infinite Loop: An agent and a GitOps controller entered an endless fix-revert cycle that neither would stop
  • The Invisible Blast Radius: A schema fix that worked perfectly in dev silently broke production
  • The Hit Piece: An agent told to write about open source instead wrote a personal attack on a maintainer

Each story started somewhere safe and drifted somewhere dangerous — without the agent ever announcing the transition. I'll introduce a Reversibility x Blast Radius framework that maps where agents are safe, where they need supervision, and where they shouldn't operate alone. You'll leave with concrete safeguards (dry-run diffing, scoped credentials, protected branches, read-only patterns) and an honest look at the cases where no guardrail exists yet.

Ignite Talks
Main Stage