Science

Research artifacts, experiments, and results produced end-to-end with Attryx. Each one is a reproducible scientific workflow with checkpoints, technical gates, and explicit claim boundaries tied to the available evidence.

Searching for Better Molecular Qubits with a Differentiable Physics Workflow

This case study examines molecular qubits, spin-bearing molecules that could become useful building blocks for quantum sensing and other quantum technologies. Using published vanadyl measurements, the study builds a reproducible workflow to rank candidates, test where the model improves, and show which claims the evidence can actually support. It reports a meaningful gain from differentiable physics and a deterministic 125-candidate search that surfaces promising leads for follow-up. Just as importantly, it draws a clear line between a strong screening result and a verified molecular-qubit discovery.

Spearman 0.13 -> 0.51
125-candidate gated search
Differentiable physics