Blog
Research updates, technical deep-dives, and project milestones.
2026-04-02 Loghman Samani External article
Introducing BioDreamer: World Models for Biological Design
Biology is expensive to query at every scale. BioDreamer applies JEPA-based world models and Active Inference to plan mutations, molecular dynamics, and gene perturbations in imagination before touching a single pipette.
announcementworld-modelsprotein-dreamermol-dreamercell-dreamerJEPAactive-inference
Read on site 2026-03-10 Loghman Samani External article
World Models: From Tabular Planning to Real-Time World Generation
A survey of three decades of model-based reinforcement learning, from Sutton's Dyna to DeepMind's Genie 3, covering 26 papers that trace the evolution of agents that learn to plan by dreaming.
model-based-rlworld-modelsdreamertheory
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