AI RESEARCH

Towards Discovery of Polymers for Insulin Delivery via Physics-Grounded Agentic Workflows

arXiv CS.LG

ArXi:2605.18831v1 Announce Type: cross Cold-chain storage limits access to insulin for hundreds of millions of people; a thermally protective patch polymer could help, but the design space is too large for exhaustive experiment. Starting from that problem, we narrow to an agentic workflow: a large language model (LLM) calls physics-based tools through the Model Context Protocol (MCP), searching the discrete PSMILES space under a budget of OpenMM Packmol-matrix evaluations.