Engineering Agentic AI Architecture

Multi-Agent Cognitive Architecture · ReAct Loop · Confidence-Gated Feedback

ORCHESTRATOR ReAct · Confidence Gate LangGraph / AutoGen LAYER 01 Ingestion & Pre-processing PDF · TIFF · CAD · Scan LAYER 02 Semantic Parser (VLM) GPT-4V · Donut · Sparse Attn SUB-AGENT Title Block Reader LayoutLMv3 SUB-AGENT BOM Parser TATR + OCR SUB-AGENT GD&T Spotter YOLOv8 + VLM LAYER 03 CAD API Grounding Onshape · Autodesk · PLM LAYER 04 Symbol Unification Web search · ISO/ASME · Milvus ANALYSIS Tolerance Stack-up sympy · worst-case · RSS ANALYSIS Manufacturability Advisor DFM rules engine ANALYSIS Revision Delta Agent Graph diff · NL summary BLACKBOARD · REDIS + POSTGRES + NEO4J
Select any agent
Click any node or run the pipeline to see each agent's role and its confidence feedback path back to the Orchestrator.