Compound Reasoning Model · Healthcare
Eve-Healthcare
The compound reasoning model that powers Chiron and ChironAI.
Eve-Healthcare is the compound reasoning model for healthcare in the Eve-Fusion family. F5/reasoner generation. The Small Reasoning Model is fine-tuned on the Eve-Genesis Clinical Edition — MindHYVE's proprietary synthetic clinical reasoning corpus.
Eve-Healthcare composes seven models, not the base five. It carries the whole Eve-Fusion base — a routing classifier, the domain reasoner, and three frontier models composed best-fit per request — and adds the two components clinical work demands: a long-context model that holds a patient’s longitudinal record in a single pass rather than a retrieved slice of it, and a dedicated vision model for radiology, DICOM series, and photo exam. That is what a vertical addition means in practice, and it is why the healthcare compound is a clinical superset of the base rather than a different architecture.
It is the compositional fabric beneath Chiron, the Digital Employee for healthcare, and beneath ChironAI, the autonomous Clinical Decision Support system. Differential reasoning, treatment-pathway evaluation, clinical-guideline retrieval, and structured medical reasoning historically performed by senior attending physicians and specialist consult teams.
HIPAA-aware behavior is engineered into the substrate, not bolted on at the application layer. PHI is never used for training. Customer data stays in the customer's tenancy. Eve-Healthcare runs on Eve-Grid in US Azure regions for institutions with US-based PHI.