Annealing · Research & engineering

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From evaluation to execution.
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We study factuality and tool use, and translate domain expertise into executable workflows. Research informs the methods; real tasks test the results.

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Use retrieval, fact decomposition and embedding alignment to examine differences between claims and evidence.

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An AI coding workspace

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Selected research

Research you can inspect.

Selected work involving the team, with original sources.

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E-Verify

Findings of EMNLP 2025

Vibe Calibration

arXiv · Preprint
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