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Welcome & Talk Overview: Safe LLM Agents for Incident Response
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Classroom Contents
LLM Agents for Site Reliability Engineering - Safe Incident Response Architecture
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- 1 Welcome & Talk Overview: Safe LLM Agents for Incident Response
- 2 Why Incident Response Feels Impossible Now Alert Fatigue & Complexity
- 3 Why LLMs Matter for SRE: Pattern Recognition, Synthesis, Reasoning
- 4 The Real Blocker: Production Safety, Hallucinations & Trust
- 5 A Production-Tested Architecture: Human-in-the-Loop by Design
- 6 Multi-Source Data Ingestion: Building the Right Context
- 7 What the LLM Should Output: Summaries, Hypotheses, Mitigations
- 8 Safety-First Guardrails: Data Hygiene, Privilege Boundaries, Verification
- 9 Data Hygiene & Context Control: Redaction + Narrow, Relevant Windows
- 10 Privilege Boundaries & Tooling: Read-Only Defaults + Audit Trails
- 11 Verification Gates: Shadow Runs, Counterfactuals, Decision Ledger
- 12 From Reactive to Proactive: First-Line Triage & Evidence Assembly
- 13 Practical Pilot Blueprint: Start Small, Measure Trust, Expand Carefully
- 14 Key Takeaways + Closing, Q&A, and How to Connect