These are my go-to libraries for Python data crunching.

Abstract: Automatic grading requires the adaption of the latest technologies. It has become essential especially when most of the courses became online courses (MOOCs). The objectives of the current ...

Everything runs offline and deterministically — there is no network access, and SymPy's canonical string output is stable, so the same input always gives the same answer. That determinism is what ...

This will expose the command pylsp on your PATH. Confirm that installation succeeded by running pylsp --help. If the respective dependencies are found, the following ...

For tasks that miss every deterministic path, Tier 2 runs Gemma 3 1B locally via llama-cpp-python (GGUF, 0 Fireworks tokens). The model answers task-type-specific prompts with JSON-structured ...