Aditya Prasad

on the atlas — 2

• A Steerable Model with Emergent Capabilities7 savers
• Introducing Claude Opus 4.7 \ Anthropic2 savers

highlights — 3

• The prompt can include not just a textual description of the task, but a variety of other annotations and modalities. For example, providing the model with a visual subgoal defines a precise spatial layout of objects. Providing the desired length of the episode specifies how quickly the task should be done. Critically, all of these pieces of information disambiguate the behavior, enabling diverse data with different strategies, behaviors, and levels of proficiency to be included in training.

  A Steerable Model with Emergent Capabilities

• recombining skills from various tasks to solve new problems, like using new kitchen appliances and even enabling a new robot to fold laundry for which there is no laundry folding data.

  A Steerable Model with Emergent Capabilities

• Memory. Opus 4.7 is better at using file system-based memory. It remembers important notes across long, multi-session work, and uses them to move on to new tasks that, as a result, need less up-front context.

  Introducing Claude Opus 4.7 \ Anthropic