UI Dashboard • Approval Gateway
↕ ACP Protocol (HTTP)
Team Leader • LLM • Task Routing
↕ A2A Protocol (Redis)
Domain Experts • Fine-tuned LLMs
↕ MCP Protocol (HTTP API)
Standardized APIs • Tool Execution
↕ SSH/NETCONF
Routers • Switches • Devices
Protocol Separation: Each layer dedicated protocol
Specialized LLMs: Fine-tuned per domain
Tool Abstraction: Never direct SSH
Human Oversight: All changes approved
Result: Scalable, safe autonomous system with 48-53s MTTR