Compound Reasoning Model · The compound architecture
Eve-Fusion
The compound reasoning architecture every domain-specialized model is built on.
Eve-Fusion is both a family name and an architectural pattern. The family is every domain-specialized compound reasoning model in the MindHYVE portfolio: Eve-Healthcare, Eve-Education, Eve-Legal, Eve-Theology, plus the seven on the roadmap. The pattern is what those compounds share — and what makes them defensible.
The base Eve-Fusion composition is five cooperating models: a routing classifier (built and owned by MindHYVE), a Small Reasoning Model fine-tuned on the relevant Eve-Genesis edition, and three commercially available frontier models routed in dynamically based on what the classifier decides the request needs. Composition is per request, not per deployment.
Five is the base composition, not a ceiling. A vertical adds components to that base where its domain requires them, and the compound carries whatever its domain needs: Eve-Healthcare composes seven, adding a long-context model that holds a patient’s longitudinal history in a single pass and a dedicated vision model for imaging. The base is what every compound shares; the additions are what make one clinical rather than legal, pedagogical rather than scholarly.
We do not stack frontier models statically. We compose them. The classifier reads the incoming task, decomposes it into sub-tasks, routes each sub-task to the model best suited to it, and unifies the responses through the substrate's orchestration layer. Five cooperating models per call is the base case; a vertical that has added components to the base runs more.
This is why MindHYVE is not a wrapper. The routing classifier, the Small Reasoning Models, the Eve-Genesis training corpus, the Eve-Grid substrate, and the compositional fabric that orchestrates them together are the value. A frontier model is one input among them, not the product.