Work

The application uses SymPy to derive both formulations, integrates them with solve_ivp, and renders animation, angle traces, and state-space plots.

The application plots continuous growth, discrete logistic maps, interacting-population phase portraits, and Galton-Watson sample paths with extinction summaries.

The versioned pipeline supplies the 2026 application’s Guide, Analysis, and Economics routes, while a separate wine-data lifecycle supports AOC exploration.

Rust processes 72 controlled guitar recordings, filters FFT peaks, scores 72 chord templates, and writes batch diagnostics; sequence analysis remains experimental.

Python solvers use symbolic gradients and Hessians with custom LDLᵀ linear solves, then compare their local convergence with SciPy BFGS.