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Ask a question, get the answer and the exact lesson timestamp it came from.

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CoursesCourses

Problem

Twenty-one video courses hold the answer to the question in front of you, and finding it means scrubbing through 1320 lessons.

Solution

A local AI stack on Intel Arc: the lessons transcribed with OpenVINO Whisper and indexed into Qdrant as 19,119 chunks on bge-m3, behind a custom MCP server that gives coding agents instant access to that knowledge.

How it is used

  1. 01Ask the question in plain words.
  2. 02Get the answer with the lesson and the timestamp it came from.
  3. 03A coding agent asks the same index through the MCP server, without a human in between.

Results

  • 21 courses, 1320 lessons, 19,119 indexed chunks.
  • Runs locally on Intel Arc, nothing leaves the machine.
Access
Live, behind sign-in
Kind
AI
Address
courses.kossflow.com

Stack

  • Next.js 16
  • Qdrant
  • Whisper
  • Supabase
Twenty-one courses, 1320 lessons, grouped by topic.Twenty-one courses, 1320 lessons, grouped by topic.
Twenty-one courses, 1320 lessons, grouped by topic.

Want to talk about it?

koss.flow@gmail.comTelegram