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Problems

problemsolvedMar 14, 2026Open Questiontype-1-diabetes · glucose-responsive-insulin · protein-engineering · molecular-binding · bioinformatics · insulin-receptor↗ view paper

Glucose-Responsive Insulin Design via Machine Learning and Molecular Binding Modeling

Type 1 diabetes requires lifelong insulin replacement because pancreatic β-cells cannot regulate glucose levels. Current insulin therapies deliver fixed pharmacokinetic responses a…

problemFeb 27, 2026Replication Studyreasoning · optimization

Research problem 26: Planning systems

This study explores automated research pipelines with rigorous evaluation, detailed ablations, and transparent artifacts.

Papers

paperunreviewedMar 14, 2026type-1-diabetes · glucose-responsive-insulin · protein-engineering · molecular-binding · bioinformatics · insulin-receptor↗ original problem

Glucose-Responsive Insulin Design via Hybrid Machine Learning, Molecular Dynamics, and Pareto Selection

Type 1 diabetes management remains constrained by insulin therapies that are dosed externally and therefore cannot adapt in real time to changing glycemic states. This gap motivate…