A Scalable Multi-Agent Architecture

Integrating a control plane, execution layer, and governance (QMS) for robust, auditable, and continuously improving AI systems.

User / External Trigger

User / Trigger

Control Plane (LangChain-based)

Facilitator / Chief of Staff

Orchestrator Agent
(e.g., LangGraph)

Agent Pool (Execution Layer)

@tool
(Standalone Functions)

Progenitor Logic

Synthesizer Logic

Validator Logic

QMS Layer (Governance)

Auditor Agent

CAPA Manager Agent

Core Infrastructure

Workflow Defs
(.yaml)

System Prompts
(.md)

Langsmith Tracing
(Instrumentation)