Work
Courses
Ask a question, get the answer and the exact lesson timestamp it came from.
Live, behind sign-in
Problem
Nine video courses hold the answer to the question in front of you, and finding it means scrubbing through 655 lessons.
Solution
A local AI stack on Intel Arc: the lessons transcribed with OpenVINO Whisper and indexed into Qdrant as 11,000 chunks on bge-m3, behind a custom MCP server that gives coding agents instant access to that knowledge.
How it is used
- 01Ask the question in plain words.
- 02Get the answer with the lesson and the timestamp it came from.
- 03A coding agent asks the same index through the MCP server, without a human in between.
Results
- 9 courses, 655 lessons, 11,000 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