Disarray

Disarray was founded by UC Berkeley RISELab alumni Doris Xin and Moustafa AbdelBaky to build AI research agents for long-horizon autonomy over heterogeneous data. The platform autonomously turns complex proprietary data into production-quality machine learning models, grounded in deep organizational context. Disarray tackles two key challenges: generating stronger hypotheses and sustaining open-ended experimental loops that compound knowledge over time. The broader goal is to build research agents that can navigate messy context, reuse prior work, and automate the tedious parts of ML development while keeping practitioners in control of high-judgment decisions.