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AI Command System

Natural Language to 3D Scene Manipulation

Agentic System ArchitectureContext Mapping, RAG, and Multi-Model DebateCONTEXT MAPPINGScene Graph BuilderAnalyzes Spatial Relationships"Lamp ON_TOP_OF Table"Visual Analysis ToolsMathematical PrecisionColor: #FF0000, UV Scale: 2.5Spatial AwarenessBounds, Pivot Points, HierarchyKNOWLEDGE SYSTEM (RAG)Vector DatabaseChromaDB / EmbeddingsMaterial Knowledge Base• PBR Recipes (Gold, Wood)• Texture Map Rules• Material PhysicsInteraction HistoryPast Edits & Outcomes"Design a sci-fi city"Multi-Model RouterIntent ClassificationAGENT DEBATE PROTOCOLGemini 3.0"The Visionary"Synthesizes Scene Graph& Visual AnalysisClaude 4.5"The Architect"Applies RAG Knowledgeto Technical PlanDebateConsensus EngineFinalizes JSON PlanEXECUTION ENGINEMaterial Agent (GPT-4o)Spline Runtime APIEvent-Based UpdatesProperty MutationGLB/glTF ProcessorDirect Binary EditingLimitless GeometryUniversal FormatUpdated 3D SceneScene DataKnowledgeCondensed Context (Vision)