Areas of exploration
How does intelligence meet information?
Language models & data
Structured data, databases, retrieval, and the ways language models read, reason over, and change information.

Questions in this area
- How should a model find and use information across documents, tables, and databases?
- What changes when the model can update information as well as read it?
- How can a reader trace an answer or action back to the information that supported it?
What useful evidence looks like
An informative experiment preserves the question, the data available at the time, and the operations the model performed. Accuracy should be examined alongside coverage, source support, and the effect of any changes to the data. Structured information offers a way to inspect those steps explicitly. The aim is to understand the whole path from a question to a checked answer or a recorded change.
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