Check out our latest SAIL blog post on VAGEN, a reinforcement learning…

• LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.
• AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.

Gives builders of visual/browser agents a concrete method (explicit state and transition modeling rewards) for improving performance under partial observability.

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