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.