qutip

Quick Review

Excellent quantum simulation skill with comprehensive coverage of QuTiP capabilities. The description clearly distinguishes this from circuit-based quantum computing libraries, making invocation context unambiguous. SKILL.md provides strong task knowledge with complete working examples for common workflows (damped oscillator, entanglement dynamics, Jaynes-Cummings model), solver selection guidance, and practical optimization tips. Structure is exemplary: concise main file with clear signposting to five well-organized reference documents covering core concepts, time evolution, visualization, analysis, and advanced methods. Novelty is strong—quantum open system simulations require specialized physics knowledge and extensive setup that would be token-intensive for a CLI agent to derive independently. The skill meaningfully reduces complexity for master equations, Lindblad dynamics, and cavity QED simulations. Minor deduction on novelty only because some simpler quantum state manipulations could theoretically be handled by a capable agent, though the specialized solvers and workflows clearly justify the skill's existence.