Oct 1, 2026 · Artificial Intelligence

ScienceBuddy: Open-Source AI Research Agent with Recursive Self-Improvement

ScienceBuddy is an open-source AI research agent that uses a recursive dual-loop architecture to continuously improve its harness and model weights from real user interactions, achieving 42.2% to 73.3% accuracy gains on scientific benchmarks across genomics, molecular biology, and pharmacology domains.

AI AgentLAB-BenchOpen source

0 likes · 8 min read

ScienceBuddy: Open-Source AI Research Agent with Recursive Self-Improvement

Machine Heart

Sep 23, 2026 · Industry Insights

Muchen AI: Redefining AI Data Infrastructure Through Verifiable Evaluation Standards

Muchen AI moves beyond data labeling to build long-horizon evaluation systems using structured Rubrics, Docker-based reproducible environments, and automated scoring, raising evaluator consistency from 30% to 90% for code models and extending the framework to scientific research via ScienceBuddy's recursive verification loop across 10+ domains.

AI data engineeringAI infrastructureRubric

0 likes · 13 min read

Muchen AI: Redefining AI Data Infrastructure Through Verifiable Evaluation Standards