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1. ICML_2026_MIW_IOI_Sign_Flip ICML_2026_MIW_IOI_Sign_Flip Public

   A Training-Time Sign Flip in IOI Circuit Formation : Code, data and analyses for paper accepted at the ICML 2026 Mechanistic Interpretability Workshop.

   Python

2. Google-Summer-of-Code-2026 Google-Summer-of-Code-2026 Public

   Google Summer of Code 2026 final report with PEcAn, focused on benchmarking carbon reanalysis and evaluating ensemble uncertainty.

   JavaScript

3. Lexon-AI Lexon-AI Public

   Lexon AI (MadHacks 2025 finalist) is a source-grounded research interface that generates transparent answers, connects every claim to verifiable evidence, and visualizes the relationships between q…

   TypeScript

4. AniSOAP-ASE AniSOAP-ASE Public

   This repository connects AniSOAP descriptors to ASE energy models through an explicit calculator interface, with optional finite-difference forces. It was developed during Fall 2025 OSPO internship…

   Python

5. AniSOAP-Torch AniSOAP-Torch Public

   This repository accelerates anisotropic SOAP descriptors using batched PyTorch operations and Rust. It was developed during Spring 2026 OSPO internship with the Cersonsky Lab at UW–Madison.

   Python

6. ESSOS-Contributions ESSOS-Contributions Public

   Validation, fixes, and optimization improvements for ESSOS, a differentiable stellarator simulation code, done during the UW-Madison OSPO Summer 2026 cohort.

   Python