OpsGenome | Multi-Agent AI for Cross-Stack Incident Resolution
Srinjoy Pramanick
0:00 / 0:00
OpsGenome | Multi-Agent AI for Cross-Stack Incident Resolution
18 просмотров · 2 недели назад
Srinjoy Pramanick
18 просмотров · 2 недели назад
OpsGenome is a multi-agent SRE and incident-resolution platform designed to diagnose and remediate complex, cross-stack production issues.
Instead of relying on a single AI agent, OpsGenome coordinates specialized agents across Python, Java, Node.js, Docker, and Kubernetes to investigate failures concurrently, reason about dependencies, validate proposed changes through a Security Sentinel, and produce actionable remediation.
🔥 KEY CAPABILITIES
• Multi-Agent Incident Resolution
• Cross-Stack Diagnosis
• Python + Java + Node.js + Kubernetes analysis
• Dependency-aware remediation ordering
• Security Sentinel for fail-closed safety validation
• Unified diffs and rollback safety
• Kubernetes multi-issue auditing
• Copyable kubectl remediation commands
• Declarative YAML patches for GitOps workflows
• Large-scale streaming log triage
• Constant-size LLM context processing
• Automated test and verification suite
⚡ DEMO HIGHLIGHTS
The demo shows six coordinated specialist agents investigating simultaneous failures across multiple technology stacks, followed by security validation and actionable remediation.
It also demonstrates Kubernetes multi-issue auditing and large-scale log processing with a 1,000,000-line benchmark.
🛡️ SAFETY-FIRST APPROACH
OpsGenome does not blindly trust AI-generated fixes. Proposed remediation passes through a dedicated Security Sentinel designed to detect credential exposure and destructive command patterns before changes are accepted.
🎯 THE CORE IDEA
Incident
↓
Multi-Agent Investigation
↓
Cross-Stack Reasoning
↓
Dependency Analysis
↓
Security Validation
↓
Remediation
↓
Verification & Rollback
Built as a hackathon prototype focused on making AI-assisted incident response more coordinated, explainable, and operationally useful.
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