CADIR: A Cross-Backend Editable Intermediate Representation for Agentic CAD Generation
TLDR
CADIR is an agent-friendly intermediate representation for CAD generation, enabling cross-backend editable feature histories via construction graphs and geometric signature matching.
Reasoning
The paper introduces a novel intermediate representation that addresses cross-backend editability and construction history preservation, a significant strength. However, the abstract is cut off, limiting full assessment of experimental results, and the approach is tied to the OCCT kernel, which may restrict generality.
Read-first score
Read-first score 57.4, weighted from topical fit, citation, graph, method, reproducibility, and recency signals. Original total remains 102.
Field roles
Rank sensitivity
Stability: volatile; rank range: 42.
Keyword Scores
Deep Analysis
Innovations
- Cross-backend editable intermediate representation (CADIR) that records explicit construction graphs with parameter dependencies, constraints, and topology selections
- Geometric Signature Matching for identifying corresponding edges/faces across parameter changes and backend differences, enabling native editable feature history reconstruction in FreeCAD, SolidWorks, and Fusion 360
- Construction-graph retrieval method for text and image queries supporting full-graph and subgraph retrieval to leverage complete models and substructures for generation
Methodology
CADIR is built on the OCCT geometry kernel via OCP, recording modeling operations, parameter dependencies, constraints, and topology selections in a construction graph during execution. Geometric Signature Matching identifies corresponding edges and faces across backends, allowing adapters to reconstruct native editable feature histories. A construction-graph retrieval method is proposed for text and image queries, supporting both full-graph and subgraph retrieval to aid agents in reusing models and substructures.
Key Results
CADIR achieves higher geometric fidelity and execution reliability than existing CAD representations; construction-graph retrieval further improves model generation quality; and cross-backend editing enables reliable model reconstruction and post-reconstruction editing across FreeCAD, SolidWorks, and Fusion 360.