Product Information
Description
From Words to Objects: Text-to-CAD and Generative Design for Makers — a survey of a frontier of autonomous AI in the Agents in the Wild series.
Book framework (chapter themes):
- Introduction — The Paradigm Shift from Traditional CAD to Text-Driven Generative Design
- Mathematical Foundations and Representation Methods of Computer-Aided Design
- Task Definition, Datasets, and Evaluation Frameworks for Text-to-CAD Generation
- LLM-Based Parametric CAD Program Generation
- CAD Generation under Multimodal Conditions: Fusing Text, Images, and Point Clouds
- Code Representation and Intermediate Language Design in CAD Generation
- Text-to-CAD Retrieval and Semantic Indexing of Large-Scale CAD Libraries
- Agentic Architectures and Tool Calling in CAD Generation
- Feedback Mechanisms and Self-Correction Strategies in CAD Generation
- Reinforcement Learning and Optimization Methods in CAD Generation
- Controllable CAD Generation: Local Editing, Constraint Satisfaction, and Progressive Refinement
- From 2D Drawings to Parametric Models: Technical Drawing Understanding and Reconstruction
- Hierarchical Generation of CAD Assemblies and Multi-Part Systems
- Engineering Constraints and Physical Feasibility in Generative Design
- Training Strategies for CAD Generation: Data Synthesis, Fine-Tuning, and Domain Adaptation
- Reasoning, Logical Consistency, and Structural Verification in CAD Generation
- Applied Research on Generative CAD in Industrial and Medical Domains
- Safety, Alignment, and Reliability Issues in CAD Generation
- Open Problems, Challenges, and Future Research Directions
- Conclusion — Toward Autonomous, Verifiable CAD Generation Systems
Who it is for.
