SYSTEM MODULES 1. Architectural Intelligence Agent Performs structural and environment analysis using prompt-based tasks: Generate 2D/3D building layouts Extract structural parameters Perform engineering calculations (geometry, energy, routing, system sizing) Produce CAD output enriched with metadata Output formats suitable for rapid prototyping 2. Product Intelligence Agent Provides product recognition and automated information retrieval: Identify product from image Execute prompt-based data extraction from web sources Populate internal database with image, attributes, specifications, pricing, and functional details Support broad product categories automatically 3. Automotive Intelligence Agent Handles vehicle/UGV modeling and behavior simulation: Build parametric 3D vehicle model from input data Execute prompt-based mechanical and electrical estimations Maintain an adaptive virtual clone reflecting configuration changes Incorporate prediction logic for geometric and system behavior Integrate lightweight simulation or reconstruction modules 4. CAD Generation Engine Core subsystem for geometry creation: Convert images/video into CAD/3D models Clean, scale, segment, and prepare geometry Embed engineering and material metadata Integrate existing reconstruction frameworks PROMPT-BASED TASKING (CORE REQUIREMENT) All agents must be operable via natural-language prompts, enabling tasks such as: “Generate a structural model from this image.” “Analyze this product and update the database.” “Update the vehicle clone with new configuration data.” “Produce a CAD file based on these parameters.” Agents automatically: Interpret the prompt Select the correct internal tools Execute the task Return structured output (JSON, CAD files, metrics, etc.) This forms a local instruction-based AI system similar to tool-enabled LLM agents. PLATFORM ARCHITECTURE Hardware: Jetson AGX Orin AI Stack: PyTorch, ONNX, TensorRT CV Stack: detection, OCR, segmentation Geometry Stack: Open3D, Trimesh, Blender API Engineering Logic: size, load, routing, energy modules API Layer: Local FastAPI microservices Client Access: iOS/Windows/Mac via CLI/shortcut tools Modular plug-in architecture supporting third-party tools DELIVERABLES Fully operational multi-agent system on Jetson Prompt-based tasking interface Architectural, Product Intelligence, and Automotive modules Adaptive Virtual Vehicle Clone subsystem CAD Generation Engine Unified API layer Product database integration Client access utilities (mobile/desktop) Documentation + full source code