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Autonomous Swarm Genesis: From YouTube URLs to Expert AI Swarms via NotebookLM-as-Infrastructure

Authors: The LocalKin Team;

Autonomous Swarm Genesis: From YouTube URLs to Expert AI Swarms via NotebookLM-as-Infrastructure

Abstract

One command, one URL, one expert swarm - data generates the agents that process it. 10-40 hours of human authorship reduced to 2 minutes. Zero cost per domain.Note (2026-05-09): This version bundles English + 中文 in a single PDF (English first, then Chinese), generated directly from the canonical Markdown source files.

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