Models

Purpose-built architectures

Specialized systems for specific, high-stakes environments — from a frontier reasoning family in its final generation to the small, experimental models that carry the work forward.

Full program record

Everything the division has run, including what has been stood down. Cancelled and discontinued programs stay on this list rather than quietly disappearing from it.

XoraFrontier reasoning family. Xora 4 Flash is the last model.Final generationPolyCodeDiffusion-based coding model for small, local deployments.ActiveWillMe GPTLinear RNNs testing experimental context scaling and training.Active
SentraEdge clinical imaging for mammogram diagnostics. Never entered production.Cancelled
PySMLInternal training and edge-inference framework.Discontinued

Custom architecture requests

Beyond the standard lineup, we evaluate requests for bespoke model development. If a project aligns with our research goals and needs capability beyond off-the-shelf systems, we can develop models shaped around your operational capacity and data constraints.

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