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Local AI stack · nothing leaves the machine

Twenty-one courses, one question

1320 lessons transcribed, cut into 19,119 fragments and indexed. You ask in plain words and get the answer together with the lesson and the timestamp it came from — instead of scrubbing through video.

Access is by invitation

This is a personal knowledge base, not a service you can sign up for. The page exists so that someone given the link can see what it is.

Course library grouped by topicCourse library grouped by topic

What it looks like

Screenshots taken on a phone, not drawings.

Course library grouped by topicCourse library grouped by topic
Twenty-one courses, 1320 lessons, grouped by topic.
Search across every course in a topicSearch across every course in a topic
A question searches every course in the topic at once.
One course with guide, route and mind-mapOne course with guide, route and mind-map
One course: guide, route, mind-map, and ask anything.

How it is built

Transcription on the machine itself

Lessons go through OpenVINO Whisper on an Intel Arc card. No audio is uploaded anywhere.

Search by meaning, not by words

Fragments are embedded with bge-m3 into 1024 dimensions and stored in Qdrant, so a question finds the lesson even when it uses none of the same words.

An answer with its source

Every answer names the lesson and the timestamp, so a claim can be checked instead of trusted.

The same index for coding agents

A custom MCP server exposes the base to coding agents directly, with no human in between.

In numbers

21

course

1320

lessons

19 119

indexed fragments

6

topics

Counted against the database and Qdrant on 8 September 2026.