News
The running record: DFM and module releases, the Scientist Collaboration Program, project progress and team news.
JEPA-Anything splits latent targets into complementary factors with orthogonal predictive factorisation (OPF), and is evaluated across vision, biology, clinical trajectories, control, molecular dynamics, physical fields and weather. Against matched JEPA baselines, it improves reported metrics on all 10 dynamics tasks.
Read more →ScienceIDE turns real scientific code, research procedures, task goals and verification criteria into scientific environments that run, measure and reproduce. The PhAI-IDE model family, trained on verified interaction trajectories from these environments, shows gains in held-out scientific-code repair and across selected general-purpose benchmarks. Current task forms are accelerate, discover, repair, reproduce and integrate, and task proposals are open.
Read more →ScienceBuddy is an independent research and engineering exploration built around interaction with scientists, research feedback and the continual improvement of agents: follow-ups, edits, acceptances, rejections and re-runs become feedback that keeps the research agent's workspace evolving.
Read more →PhAI Labs proposes DFM, a research paradigm and systematic account of Discovery Intelligence, and opens the DFM Scientist Collaboration Program. Over the following three days ScienceBuddy, ScienceIDE and JEPA-Anything, three independent works, are released in turn.
Read more →The DFM Scientist Collaboration Program brings real scientific questions, high-value data, interactive research environments and real verification conditions into DFM. The first cohort prioritizes life science and biomedicine, while remaining open to chemistry, materials and other frontier fields.
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