Robotics lab Generalist has unveiled GEN-1.5, a generalist physical model that allows robotic hardware to replicate human movement and learn new tasks from a single 3-to-12-second video demonstration. Meanwhile, Anthropic revealed that its Mythos Preview and Claude Opus 4.8 models successfully ran autonomous protein-design campaigns.

We’ll talk about:

• How in-context learning within a 30-second context window enables real-time physical imitation and tool adaptation without full retraining.
• Anthropic’s frontier models autonomously running end-to-end biological research loops and beating industry baselines for target binding success.
• High-quality AI training data vendor Micro1 scaling its annualized gross revenue run rate from $100M to $500M in eight months.
• OpenAI introducing direct m ...