1:1 mentoring with Big Tech AI engineers
Google
S11
HardPremium

Design an AI On-Call / Incident-Response Agent

Design an AI agent that helps on-call engineers respond to production incidents — investigating alerts, correlating logs and metrics, identifying root cause, and suggesting fixes.

AgentsTool useApproval gatesObservabilityReliability

Key Requirements

  • Start investigating within seconds and give a grounded summary within about 2 minutes (assumed target)
  • Correlate logs, metrics, traces, deploys and config changes; cite evidence for every claim
  • Never make things worse: gate writes by reversibility and blast radius, verify and roll back
  • Explain its reasoning with evidence the engineer can check
  • Handle alert storms and cascades, and keep working when its own dependencies fail

Interviewer Follow-ups

  • Q1How do you prevent the agent from executing a dangerous fix?
  • Q2How does it handle cascading failures across services?
  • Q3What if the agent's own infrastructure is down during the incident?
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