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One framework, many mixtures.
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Na-ion battery electrolytes
Set-SE(3) equivariant ML over a 10⁶⁰ candidate space.
- 0.83 R² on held-out molecules
- 10⁵ Na-ion mixtures screened
- > 5 mS/cm best candidate
- 8-week paid pilots open now
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In development
Polymer blend properties
Mixture-property prediction for polymer formulations.
- Tg · miscibility · modulus heads
- Conformer-ensemble encoder
- Design-partner slots Q3 2026
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Research
Pharmaceutical formulations
Solubility and stability for drug-delivery vehicles.
- Co-solvent solubility modeling
- Crystalline-phase stability
- Joining waitlist pre-publication
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Partnerships
Another mixture domain?
If your formulation problem isn't on our roadmap yet, that's a feature. We co-develop adapter heads with design partners — bring the chemistry, we bring the model.