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Research blog linked by the quoted author

Rikiya Takehi and research collaborators · Editorial source reading

The upstream post links the research blog for methods and evaluation details. Holon’s concept video is a separate product vision.

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Research blog linked by the quoted author

The upstream post links the research blog for methods and evaluation details. Holon’s concept video is a separate product vision.

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LingoAI commentary connected to this source

Commentary2026-11-03
Holon Man: a future concept for human-guided AI evolution↗
@LingoAITech
Cover of the Holon Man future-experience concept video

A concept video explores sandboxed model improvements, visible trade-offs, rollback and separately authorized sharing, citing Weight-Space Programming research.

# Agent networksRead article ↗

Continue reading

Original2026-11-02
One ontology, multiple agents: understanding is not authorization↗
@LingoAITech
Original AI-generated illustration accompanying the personal-ontology post

Personal ontology can carry meaning across model changes; knowing a person does not grant permission to spend, access conversations or publish.

# Data sovereigntyRead article ↗
Original2026-11-01
Language diversity and the future of community knowledge↗
@LingoAITech
Original illustration accompanying LingoAI’s language-diversity post

LingoAI imagines how language communities could preserve context, govern sharing and develop livelihoods, while distinguishing that vision from today’s team-curated reading site.

# Ecosystem updatesRead article ↗
Original2026-10-31
The AI Tower of Babel: language, sovereignty and an architectural proposal↗
@LingoAITech
Original post image: The AI Tower of Babel, with Yuval Noah Harari

LingoAI connects Harari’s language-and-power warning to its Holon vision. The follow-up distinguishes architectural ambitions from current capabilities; includes the video and original image.

# Data sovereigntyRead article ↗
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