Live: From Empty Folder To Self-Learning AI System (In 40 Mins)
Source title: Live: From Empty Folder To Self-Learning AI System (In 40 Mins). Source description: Watch me use Claude to turn an empty folder into a self-improving AI system in about 40 minutes (with no code). In this video, I'm building an automated networking tracker: Claude reads my inbox, pulls out the people worth following up with, keeps a spreadsheet current, and writes its own rules when I correct it. You'll see the exact folder structure (CLAUDE.md, MEMORY.md, a run log, and a skills f
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Source title: Live: From Empty Folder To Self-Learning AI System (In 40 Mins). Source description: Watch me use Claude to turn an empty folder into a self-improving AI system in about 40 minutes (with no code). In this video, I'm building an automated networking tracker: Claude reads my inbox, pulls out the people worth following up with, keeps a spreadsheet current, and writes its own rules when I correct it. You'll see the exact folder structure (CLAUDE.md, MEMORY.md, a run log, and a skills f
Reported by Austin BelcakMore details
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The title and description alone do not establish the agent autonomy level.
Agents In Use pipeline: video selected by TypeSafe Jev using source title/description only; recording and outcomes not independently verified.
Credit: Austin Belcak
Source published 18 Sept 2026
Source checked 14 Oct 2026
Tools and topics
Claude · n8n
video · agent-demo
Editorial completeness: 75/100. Measures documented fields, not agent performance or verified outcomes.
Video notes
Austin Belcak · YouTube
- Source title: Live: From Empty Folder To Self-Learning AI System (In 40 Mins)