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  "body": "# OpsFlow Knowledge Bundle\n\nOpsFlow is a cross-stack maintenance control plane: a\nSupervisor + specialist multi-agent system that takes IT operations signals (fault alerts, voice\ncommands, screenshots) through correlation, diagnosis, planning, guardrailed approval, execution,\nverification, and knowledge capture — auditable at every step. Built for TCS AI Fridays Season 2\n(Cross-Stack Maintenance Control Plane problem statement). FastAPI async backend, Next.js cockpit\nfrontend, MCP tool servers, one real A2A agent handoff, and a multi-provider LLM architecture that\nlets the app run as a public, self-serve demo as well as against the original TCS GenAI Lab gateway.\n\n# Start here\n\n* [Getting Started](getting-started.md) - what this system does, the request lifecycle, and where to read next.\n\n# Architecture\n\n* [Architecture](architecture/) - tier diagram, LLM provider registry + propagation, model routing, the cockpit UI, and Overview-tab metrics.\n\n# Agents\n\n* [Agents](agents/) - the Super",
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