Expert Python development skill for scientific library design and best practices. Use when writing Python code, designing APIs, creating Pydantic schemas, building abstract base classes, implementing design patterns (Strategy, Factory, Observer), writing…
IBM Qiskit quantum computing framework for circuit design, transpilation, execution, and analysis. Use when building quantum circuits, running on IBM Quantum hardware or simulators, running on Rigetti hardware via qBraid or AWS Braket directly, working with…
QWARD library for quantum circuit analysis, metrics extraction, performance evaluation, and visualization. Use when analyzing quantum circuits with Scanner, extracting metrics (QiskitMetrics, ComplexityMetrics, FidelityMetrics, ElementMetrics,…
Trigger when: (1) User mentions "manim" or "Manim Community" or "ManimCE", (2) Code contains `from manim import *`, (3) User runs `manim` CLI commands, (4) Working with Scene, MathTex, Create(), or ManimCE-specific classes. Best practices for Manim Community…
Data science skill for scientific visualization, statistical analysis, and machine learning with Python. Use when creating plots (matplotlib, seaborn), performing statistical tests (scipy, statsmodels, pingouin), building ML models (scikit-learn), analyzing…