The framework orchestrates multiple AI agents through the full scientific research pipeline, including data exploration, literature search, hypothesis generation, data analysis, and manuscript writing. It creates backward-traceable scientific papers where any numeric value can be traced to the specific code lines that produced it. The system is designed to be field-agnostic and works from raw data alone, with human-verifiable outputs for scientific validity.