Scientific framework for iterative LLM prompt improvement using multi-dimensional scoring, threshold optimization, cross-validation, and an OPRO-style agent loop. Built on AWS Bedrock with a React + FastAPI observation GUI.

The Self-Evolving Platform for OpenHands & OpenSpace

Benchmark for whether LLMs flatten contested scientific mechanisms into false consensus

Benchmark for multimodal contradiction and evidence reconciliation in biological research