MemDocAgent uses dependency-aware traversal and shared memory to generate consistent, hierarchical repository-level documentation in a single integrated context, outperforming both open- and closed-source baselines.
AnalogToBi generates device-level analog circuit topologies via bipartite graphs and grammar-guided decoding, achieving high validity and novelty without human-in-the-loop training.