Back to Project
AI Command System
Natural Language to 3D Scene Manipulation
Agentic System Architecture
Context Mapping, RAG, and Multi-Model Debate
CONTEXT MAPPING
Scene Graph Builder
Analyzes Spatial Relationships
"Lamp ON_TOP_OF Table"
Visual Analysis Tools
Mathematical Precision
Color: #FF0000, UV Scale: 2.5
Spatial Awareness
Bounds, Pivot Points, Hierarchy
KNOWLEDGE SYSTEM (RAG)
Vector Database
ChromaDB / Embeddings
Material Knowledge Base
• PBR Recipes (Gold, Wood)
• Texture Map Rules
• Material Physics
Interaction History
Past Edits & Outcomes
"Design a sci-fi city"
Multi-Model Router
Intent Classification
AGENT DEBATE PROTOCOL
Gemini 3.0
"The Visionary"
Synthesizes Scene Graph
& Visual Analysis
Claude 4.5
"The Architect"
Applies RAG Knowledge
to Technical Plan
Debate
Consensus Engine
Finalizes JSON Plan
EXECUTION ENGINE
Material Agent (GPT-4o)
Spline Runtime API
Event-Based Updates
Property Mutation
GLB/glTF Processor
Direct Binary Editing
Limitless Geometry
Universal Format
Updated 3D Scene
Scene Data
Knowledge
Condensed Context (Vision)