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Preprint . 2026
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ZENODO
Preprint . 2026
License: CC BY
Data sources: ZENODO
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ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Autonomous Swarm Genesis: From YouTube URLs to Expert AI Swarms via NotebookLM-as-Infrastructure

descriptionPublicationkeyboard_double_arrow_right Preprint 01 Apr 2026 English Publisher:Zenodo
Authors: The LocalKin Team;

doi: 10.5281/zenodo.20094240 , 10.5281/zenodo.20094241 , 10.5281/zenodo.20098039

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.

Keywords

zero-cost pipelines, autonomous agent generation, NotebookLM, persona synthesis, domain-agnostic AI, knowledge refinery, multi-agent systems

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    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average