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Decentralized AGI Data Commons for Inclusive Training

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Decentralized AGI Data Commons for Inclusive Training

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sirXalfred Oct. 25, 2025
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Challenge: Governance

Industries

Community and CollaborationInclusion

Technologies

AGI R&DBlockchain & infrastructure

Description

I am proposing a blockchain-based commons for crowdsourcing diverse datasets, ensuring equitable training towards AGI; it would be a very important factor in making it beneficial. It would promote governance through community curation, reducing biases and enhancing ethical data practices for beneficial outcomes.

Detailed Idea

Alignment with DF goals (BGI, Platform growth, community)

Problem description

Centralised AGI training relies on biased datasets, excluding underrepresented groups and perpetuating inequalities. It's current reflecting in our currently every day AI tools, local grassroot contextualised models are not available in marginalised communities. Without inclusive mechanisms, development risks unethical models that amplify global disparities in access and representation.

Proposed Solutions

Build a platform for secure, rewarded data contributions from diverse sources, using federation to train without central control. Include governance votes for quality. Track diversity metrics for 30% improved representation, scaling via open protocols for ethical AGI.

 

It perfectly aligns with SingularityNET's decentralized ethos, this counters bias in projects like Stargate.

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