What SREs Should Automate — and Never Automate — with AI
Five key takeaways:
- Automate based on impact and recoverability, not on whether the AI is technically capable of doing the task.
- Alert triage, anomaly detection, incident summaries, capacity forecasting — these are the easy wins. Low risk, high value.
- Production changes, incident command, security response, severity calls — keep a human's name on these. Always.
- Reversibility and blast radius are better questions than "can the AI do this."
- The goal isn't AI replacing engineers. It's AI clearing enough noise that engineers can actually think.
I've sat through the version of this conversation that sounds like a vendor pitch — AI triages everything, drafts your runbooks, predicts outages before they happen, and nobody gets paged at 2 a.m. anymore. I've also watched the other version happen in real time: an automated remediation script restarts the wrong service, confidently, at 11 p.m., and a 20-minute blip turns into a four-hour outage while...
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