9 use cases (filtered)

Place machines/cells so adjacency conflicts are avoided — geometric, weighted by throughput value.

Place gateways so coverage is maximized without co-channel interference — the same interference-radius MIS kernel as cell planning, different buyer.

Deconflict robot motions in a shared cell — time-expanded conflict graph; near-native if kept 2D.

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

PDE-class fluid dynamics — FTQC-gated; classical HPC dominates today.

Predict manufacturing defects via QML — advantage unproven.

General job-shop scheduling — embeds poorly; classical wins today.

Large network optimization — embedding-taxed; hybrid only.

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