~/talk

Agents in Action: How Google is Automating Operational Toil

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Google builds a system using LLMs and agents to clear routine on‑call ticket toil for parts of the org, not for production emergencies, and runs it dry-run only until teams trust it. A cron job picks machine‑generated tickets the agent can handle, it fetches logs and metrics but never mutates production without human approval, and it prioritizes precision over coverage to avoid spurious actions. Auto‑generated skills are double‑checked to prevent overfitting, and teams of seven report two people per week freed from ticket queues.

AI-written summary · about

  1. 0:00Introduction
  2. 1:17Automating on-call ticket toil
  3. 3:02Agents handling on-call tickets
  4. 6:37Training agent skills
  5. 9:08Building trust with agents
  6. 11:15Avoiding overfitting in responses
  7. 12:59Cultural shift to responses
  8. 14:02Band-aid vs long-term solutions
  9. 16:09Key lessons learned
  10. 19:04Q&A
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