Models & benchmarks

The models and benchmarks behind the co-scientist.

Foundation models we've trained and evaluation benchmarks we've built, published openly, each one traceable to a paper or preprint.

ModelPositioning
Foundation modelNeurIPS 2025 · Peer-reviewed
Equi-mRNA

A codon-level equivariant language model for mRNA: the representation underneath expression prediction, stability assessment, generation, and therapeutics design in the co-scientist.

up to ~10% accuracy gain · 4.3× Fréchet BioDistance · 15M parameters
Model card →
BenchmarkPreprint · September 2026
MIRAGE

A plug-in affinity and pose benchmark that treats historical public protein-family support as the independent variable: family-disjoint controls, an external low-support target, and the family generalization gap alongside the headline number.

18,759 complexes · 6 support strata · co-folder family gap up to +0.62
Leaderboard →
Status stated

Every entry carries its review status in the open: peer-reviewed where it has been reviewed, preprint where it hasn't. Never an internal benchmark alone.

Published openly

Architecture, training data, and evaluation are public and reviewable, not just asserted.

Traced in use

Every prediction that touches mRNA representation traces back to the model that produced it.