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cirq

8.3

by K-Dense-AI

85Favorites
409Upvotes
0Downvotes

Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For IBM hardware use qiskit; for quantum ML with autodiff use pennylane; for physics simulations use qutip.

quantum

8.3

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0

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Machine Learning

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Quick Review

Exceptional quantum computing skill with comprehensive coverage of Cirq's capabilities. The description clearly identifies use cases (Google hardware, noise-aware circuits, characterization experiments) and differentiates from alternatives (qiskit, pennylane, qutip). SKILL.md provides excellent quick-start examples and organizes deep technical content into six well-structured reference files covering building, simulation, transformation, hardware, noise, and experiments. Task knowledge is outstanding with complete code templates for variational algorithms, hardware execution, and noise studies. Structure is exemplary - concise main file with detailed references. Novelty is strong: quantum circuit design, noise modeling, and hardware integration require specialized domain knowledge that would consume significant tokens for a CLI agent to navigate independently. The skill meaningfully reduces complexity for quantum computing workflows. Minor improvement: could add a troubleshooting decision tree, but existing 'Common Issues' section is already quite good.

LLM Signals

Description coverage9
Task knowledge10
Structure10
Novelty8

GitHub Signals

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Last commit 1 days ago

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K-Dense-AI

K-Dense-AI

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K-Dense-AI

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