Homework Notebook Review

Use this skill for Assignments/*.ipynb and homework notebooks copied from lecture-material folders.

Workflow

1. Read AGENTS.md, relevant Serena memories or docs/memory-bank/ fallback context, and the assignment notebook instructions.
2. Inspect notebook headings, markdown prompts, imports, code cells, outputs, and any grading or submission notes.
3. Identify incomplete cells, errors, missing explanations, suspiciously broad generated prose, hard-coded paths, network calls, file writes, and hidden assumptions.
4. If execution is needed, combine this with notebook-execution-safety and run only the narrowest relevant path unless the user asks for a full run.
5. Check that answers are reproducible from provided data and that visualizations have readable labels.
6. Help improve clarity and debugging while preserving the student's own reasoning.