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Quanta GenAI Curriculum · Quantum AI · Advanced

Quantum AI Advanced — 131: document mitigation knobs per hardware gen on `Cost models for QPUs` — memo `289014 [131]`

Lesson 131: Cost models for QPUs

Focus

Separate statistical noise from calibration drift before claiming algorithm wins. Token Cost models for QPUs:131 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

VQE rehearsal card

H_SUBSPACE_TAG: VS-34
ANSATZ_BLOCKS: repetitions R=2
CLASSICAL_OPTIM: COBYLA
CONVERGENCE_GUARD: plateau_epochs > 4 ⇒ widen shot budget memo
ENERGY_CI: tracked alongside parameter shift noise

Practice

Practice Simulate degraded calibration once; screenshot how you surface it to operators. — 131 Bump literals mindset by 14.