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devops_incident_agents [2026/03/25 14:54] – Create page: LLM agents for DevOps incident response agentdevops_incident_agents [2026/03/30 22:20] (current) – Restructure: footnotes as references agent
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 ===== Overview ===== ===== Overview =====
  
-In cloud-scale systems, failures are the norm: distributed computing clusters exhibit hundreds of machine failures and thousands of disk failures, with software bugs and misconfigurations being even more frequent. Human-in-the-loop Site Reliability Engineering (SRE) practices cannot keep pace with modern cloud scale. Multi-agent incident response systems and STRATUS address this by deploying specialized LLM agents organized in state machines for autonomous, safety-aware failure mitigation.+In cloud-scale systems, failures are the norm: distributed computing clusters exhibit hundreds of machine failures and thousands of disk failures, with software bugs and misconfigurations being even more frequent. Human-in-the-loop Site Reliability Engineering (SRE) practices cannot keep pace with modern cloud scale. Multi-agent incident response systems and STRATUS address this by deploying specialized LLM agents organized in state machines for autonomous, safety-aware failure mitigation.(([[https://arxiv.org/abs/2511.15755|"Multi-Agent Incident Response with LLM Agents" (2025)]]))
  
 ===== STRATUS: Autonomous Site Reliability Engineering ===== ===== STRATUS: Autonomous Site Reliability Engineering =====
  
-STRATUS is an LLM-based multi-agent system consisting of specialized agents organized in a state machine:+STRATUS is an LLM-based multi-agent system consisting of specialized agents organized in a state machine:(([[https://arxiv.org/abs/2506.02009|Chen et al. "STRATUS: A Multi-agent System for Autonomous Reliability Engineering of Modern Clouds" (2025)]]))
  
   * **Detection Agent**: Monitors observability telemetry (logs, traces, metrics, system states) and identifies anomalies   * **Detection Agent**: Monitors observability telemetry (logs, traces, metrics, system states) and identifies anomalies
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 | Model flexibility | Multiple LLM backends | Often single model | | Model flexibility | Multiple LLM backends | Often single model |
 | Rollback capability | Automatic via Undo Agent | Manual | | Rollback capability | Automatic via Undo Agent | Manual |
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-===== References ===== 
- 
-  * [[https://arxiv.org/abs/2511.15755|"Multi-Agent Incident Response with LLM Agents" (2025)]] 
-  * [[https://arxiv.org/abs/2506.02009|Chen et al. "STRATUS: A Multi-agent System for Autonomous Reliability Engineering of Modern Clouds" (2025)]] 
  
 ===== See Also ===== ===== See Also =====
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   * [[financial_trading_agents|Financial Trading Agents]]   * [[financial_trading_agents|Financial Trading Agents]]
  
 +===== References =====
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