AfterQuery

Applied research lab that curates expert-sourced training data—including reasoning traces, RL rubrics, agent environments, and computer-use trajectories—for…

afterquery.com

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About

AfterQuery is an applied research lab that works with domain experts to capture professional reasoning, decisions, and tradeoffs and convert them into structured training data for frontier AI labs. Their data products include supervised fine-tuning pairs with chain-of-thought traces, reinforcement learning rubrics and reward signals, custom agent environments across APIs and tools, and human-demonstrated computer-use trajectories across browser and desktop software. The lab focuses on identifying where models break down in real professional contexts and building domain-specific datasets to address those failure modes. AfterQuery is a product of AfterQuery.

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AI model training data curationexpert reasoning trace captureRL reward signal designagent environment creationcomputer-use trajectory collectiondomain-specific failure mode research