python_math_ml_course

Fetch recent YouTube videos from the Metric Academy channel, update the video registry (_meta/youtube_channel.md), add video + notes links to math/*.qmd homework pages, and optionally commit.

Use when a work session is ending - the user says "wrap up", "let's stop here", "commit this", or a lecture/practical was just delivered and its materials need to be linked and logged.

Use when compiling or verifying any Beamer/LaTeX deck (.tex) in this repo - after editing a deck, before committing one, or when a PDF looks wrong (blank Outline frame, stale page counts like 8/7, clipped or missing content). Runs the full compile -> verify -> clean -> review loop.

Use when a slide deck needs generated figures (matplotlib PDFs), when creating or editing a figure script under ml/**/py_src/, or when replacing a hand-drawn TikZ sketch or third-party image with a real generated figure.

Use when creating, building, drafting, editing, or reviewing a Beamer / LaTeX slide deck (.tex) in this repo, especially under ml/. Loads the instructor's slide-design conventions - deck structure, color palette, figures, tone, math/code depth, and the new-deck workflow - so every deck comes out consistent. The full guide is ml/SLIDE_STYLE.md (single source of truth).

Use when creating, building, drafting, editing, or reviewing a Beamer / LaTeX slide deck (.tex) in this repo, especially under ml/. Loads the instructor's slide-design conventions - deck structure, color palette, figures, tone, math/code depth, and the new-deck workflow - so every deck comes out consistent. The full guide is ml/SLIDE_STYLE.md (single source of truth).

Use when the user wants to create, build, generate, or populate a Google Form or quiz - especially from existing questions, a CSV, a spreadsheet, or a question bank - or says things like "turn these into a Google Form", "make a quiz form", "Google Forms from CSV", or wants an auto-graded quiz with answer keys, points, and per-answer feedback. Also use when adding many questions by clicking through the Google Forms UI would be slow or error-prone. Covers multiple-choice quizzes, sections, and bilingual forms.

Add or convert collapsible Quarto solution callouts in homework .qmd files. Different from `generate-solutions`, which writes a separate LaTeX/Jupyter solutions package.

Add or convert collapsible Quarto solution callouts in homework .qmd files. Different from `generate-solutions`, which writes a separate LaTeX/Jupyter solutions package.

Detect and fix content overflow, cutoff, and clipping issues in Beamer LaTeX slide decks. Renders each PDF page as an image, visually inspects for clipped TikZ diagrams, text running off edges, content overlapping page numbers, or frames with missing bottom content.

Delete all LaTeX build artifacts (.aux, .log, .nav, .out, .snm, .toc, .vrb, .fls, .fdb_latexmk, .synctex.gz) from the entire repo. Use when build files accumulate and clutter the workspace.

Generate detailed homework solution files (LaTeX PDF + Jupyter notebook) for a given homework .qmd file. Matches the established format from hw_05_06, hw_07_08, hw_09 solutions. Use when a new homework needs solutions or when exercises have been updated.

Fetch recent YouTube videos from the Metric Academy channel, update the video registry (_meta/youtube_channel.md), add video + notes links to math/*.qmd homework pages, and optionally commit.