Layer 1: Human Control (HITL)

UI Dashboard • Approval Gateway

Layer 2: Strategic Command

Team Leader • LLM • Task Routing

Layer 3: Specialist Guild

Domain Experts • Fine-tuned LLMs

Layer 4: Tool Abstraction (MCP)

Standardized APIs • Tool Execution

Layer 5: Infrastructure

Routers • Switches • Devices

Protocol Separation: Each layer dedicated protocol (ACP/A2A/MCP)

Specialized LLMs: Fine-tuned per domain

Tool Abstraction: Never direct SSH from agents

Human Oversight: All changes approved via HITL

Result: Scalable, safe autonomous system with 48-53s MTTR