AI SRE Incident Response Apply SRE rigor to AI systems where incidents include quality regressions, unsafe outputs, and budget explosions. When to Use This Skill - An LLM endpoint begins returning degraded or hallucinated answers - Token spend spikes beyond budget thresholds - A model provider goes down and traffic must fail over - Safety guardrails fire at abnormal rates - A new model deployment causes latency or accuracy regression Prerequisites - Prometheus and Alertmanager deployed with scrape targets for AI services - Grafana dashboards for golden signals (latency, error rate, cost, qual…