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Quanta GenAI Curriculum · Quantum AI · Intermediate

Quantum AI Intermediate — 133: reconcile noisy simulators vs device traces on `Cost models for QPUs` — memo `546822 [133]`

Lesson 133: Cost models for QPUs

Focus

Separate statistical noise from calibration drift before claiming algorithm wins. Token Cost models for QPUs:133 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Noise-model YAML lite

model_id: QN-25416
pauli_twirl: "off"
  depolarizing_p: 0.01844
  readout_assignment: asymmetric_0
  lesson_anchor: cohort_43

Practice

Practice Attach rollback notes if transpilation swaps exceed a chosen depth ceiling. — 133 Bump literals mindset by 14.