work Improving LLM Reasoning in Materials Science A modular, DAG‑based framework for experimenting with pipelines that test and improve the reasoning capabilities of LLMs. DynaVisR: Benchmark for Visual Reasoning in Dynamic Environments A benchmark to reduce shortcutting by requiring models to solve a coupled reasoning problem in complex dynamic environment. Square Tree, or How To Pack 200 X-mas Trees Distributed Geometric Packing via Crystallographic Lattices. fun Aethelgard: Decentralized Clinical Intelligence via Federated RAG Secure FedRAG framework for distributed health data search and knowledge exchange. Linger — Give Things a Second Life Visual thinking in action. AI as a creative director. aHydrae: A Hybrid Vision-Language Model Approach to Algorithmic Trading Using VLM and market sensing to build a fluent AI trader EVOLYTH: the Engine of Discovery Autonomous AI research system for evolving machine-learning model architectures QuietPlace: A World Without Noise Adaptive AI ANC system
