12 use cases (filtered)

Simulate a reduced excitonic Hamiltonian in the tubulin tryptophan-network universality class — the repo's science flagship. Small instances verify classically; larger disordered 2D are QPU-justified.

Screen frustrated-magnet chemistries as a programmable quantum magnet — direct heir to Pasqal's 256-qubit TmMgGaO₄ result. Supply-chain-security money and policy tailwind.

General 2D lattice-model phase diagrams where entanglement is high — the honest beyond-classical target.

Model exciton transport in PV and light-harvesting systems — XY/dipole transport, same class as the microtubule benchmark.

Model battery materials at quantum accuracy — high value; native fit bounded by qubit count. BASF/BMW-adjacent.

Screen catalysts for decarbonization chemistry — high value; needs careful Hamiltonian reduction to stay native.

Dual: capture-materials simulation (T2) plus storage-site selection (T1 siting).

Productize the simulation kernel's crossover-curve mapping as a service for national labs — the saleable artifact from the sim moat.

Resolve geometric design-rule conflicts in chip layout — geometric constraint satisfaction; high-value, contested.

Explore correlated-electron phase diagrams for superconductivity — beyond-classical regime; long horizon.

Model reaction pathways — value high, native fit narrow.

Model deposition chemistry — encoding-taxed; classical DFT competitive.