Research
Inside χ-Bench’s healthcare workflows
A benchmark for complete healthcare workflows across providers and health plans.
Read the storyResearch, 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 story2 articles
Perspectives2 min read
A practical framework based on frequency, reversibility, verifiability, and exception rate.
Perspectives1 min read
What a verifier can establish, what it can miss, and when a learning loop should require human review.
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 story2 articles
Perspectives2 min read
A practical framework based on frequency, reversibility, verifiability, and exception rate.
Perspectives1 min read
What a verifier can establish, what it can miss, and when a learning loop should require human review.