Python 3.12, librosa, scipy, NumPy, FFmpeg via subprocess, Docker multi-stage build with a static FFmpeg binary, pytest with 100 percent test coverage, ruff, mypy strict mode, pre-commit hooks, and a GitHub Actions CI pipeline that runs lint, typecheck, and test on every push.: