Research
Inside χ-Bench’s healthcare workflows
A benchmark for complete healthcare workflows across providers and health plans.
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Research
A benchmark for complete healthcare workflows across providers and health plans.
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How evaluation failures guide training data for a healthcare foundation model.
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How verified workflow experience supports training and checkpoint selection.
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Research1 min read
Trajectory normalization and source-balanced loading support model training across several interactive environments.
Research2 min read
A learned reflection model uses environment rewards to turn previous attempts into guidance for the next run.
Bring one workflow your team still runs by hand. We'll show you the agent that runs it.
Research, engineering, and ideas from Actava.ai.
Research
A benchmark for complete healthcare workflows across providers and health plans.
Read the storyResearch
How evaluation failures guide training data for a healthcare foundation model.
Read the storyProduct
How verified workflow experience supports training and checkpoint selection.
Read the story29 articles
Research1 min read
Trajectory normalization and source-balanced loading support model training across several interactive environments.
Research2 min read
A learned reflection model uses environment rewards to turn previous attempts into guidance for the next run.