Modular Framework

Machine Heart

Nov 10, 2026 · Artificial Intelligence

GEAR: Scikit-learn Style Modular Framework for Recursive Self-Improvement of LLM Agents

Researchers from Imperial College London and Duke introduce GEAR, an open-source modular framework that decomposes recursive self-improvement into swappable sampling, evaluation, and diversity modules, achieving significant pass-rate gains on marketing, support, and coding benchmarks with fixed models.