update-youtube

name	update-youtube
description	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.
allowed-tools	["Bash","Read","Edit","Write","Glob","Grep","WebFetch"]
user-invocable	true

Update YouTube Videos & Course Links

Fetches recent videos from the Metric Academy YouTube channel and updates all relevant files in the repo.

Key files

File	Purpose
_meta/youtube_channel.md	Master registry of all videos (178+ entries)
math/2X_stat_*.qmd	Homework pages with video/slide/notes links
math/Lectures/stat/*_notes.pdf	Lecture notes PDFs (add links where they exist)

Channel info

• Channel: @MetricAcademy
• Channel ID: UC5BavugdnUkti3Es7-deZDg
• RSS feed: https://www.youtube.com/feeds/videos.xml?channel_id=UC5BavugdnUkti3Es7-deZDg

Step 1: Fetch recent videos via RSS

Use WebFetch on the RSS feed URL:

https://www.youtube.com/feeds/videos.xml?channel_id=UC5BavugdnUkti3Es7-deZDg

Extract from each entry: title, video ID (from yt:videoId), published date, URL.

Step 2: Compare with existing registry

Read _meta/youtube_channel.md and find the Last scraped date. Identify videos published after that date. These are the new ones to add.

Also check for videos that exist in the feed but are missing from the registry (may have been uploaded just before the last scrape).

Categorize each new video:

• Title contains "Lecture" or "Դ" (Armenian for lesson) → Math/ML Lectures table
• Title contains "Practical" or "Գordelays" → Math/ML Practicals table
• Title contains "Python" → Python tables
• Otherwise → ask the user

Step 3: Update the registry

In _meta/youtube_channel.md:

1. Update the Last scraped date to today
2. Update Total Videos count
3. Add new rows to the appropriate table(s)
4. For new entries where views/duration are unknown, use — as placeholder
5. Update section headers if counts changed (e.g., "Math/ML Lectures (47 videos)")

Step 4: Update homework .qmd files

The math homework files follow this pattern for resources:

## Դasakhosuration (Armenian for "Lecture")
- [📺 Դ - Topic](https://youtu.be/VIDEO_ID)
- [🎞️ Ս - NN stat](Lectures/stat/NN_stat.pdf), [📝 Notes](Lectures/stat/NN_stat_notes.pdf)

## Գdelays (Armenian for "Practical")
- [🛠️📺 Գ NN - Topic](https://youtu.be/VIDEO_ID)

Mapping: which video goes to which .qmd

Slide deck	Homework .qmd
01-02 stat	21_stat_fundamentals.qmd
03-04 stat	22_stat_estimators.qmd
05-06 stat	23_stat_mle_map.qmd
07-08 stat	24_stat_confidence_intervals.qmd
09-10 stat	25_stat_hypothesis_testing.qmd

Check for notes PDFs

ls math/Lectures/stat/*_notes.pdf

For each slide PDF linked in a .qmd, if a corresponding _notes.pdf exists and isn't already linked, add it inline:

- [🎞️ Slides - NN](Lectures/stat/NN_stat.pdf), [📝 Notes](Lectures/stat/NN_stat_notes.pdf)

Step 5: Report & confirm

Show the user:

1. How many new videos were found
2. Which files were updated
3. Ask if they want to commit and push

Notes

• The RSS feed returns the 15 most recent videos. For older videos, use the pytubefix library via python/mini_projects/youtube_playlist/youtube_info.py
• Video titles are bilingual (Armenian + English). The Armenian prefix "Դ" means "Lesson", "Գ" means "Practical"
• Lecture numbering in YouTube (e.g., Lecture 46) does NOT match slide deck numbering (e.g., 08_stat). The mapping is in the table above.