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“LLMs resolve training conflicts by occurrence frequency, not truth.” Chaos Labs CEO Omer Goldberg and Illia (root.near) (🇺🇦, ⋈), co-author of Attention Is All You Need & co-founder NEAR Protocol, explain why uncurated content embeds bias into LLMs + why data lineage is now table stakes.

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Chaos Labs

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20,003 görüntüleme • 5 ay önce •via X (Twitter)

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“I don’t like calling them scaling laws. They're not actual laws.” Illia (root.near) (🇺🇦, ⋈), co-author of Attention Is All You Need and co-founder of NEAR Protocol, joined our CEO Omer Goldberg to discuss why future AI breakthroughs may come from improved training and formal reasoning rather than larger models.
1:55

“I don’t like calling them scaling laws. They're not actual laws.” Illia (root.near) (🇺🇦, ⋈), co-author of Attention Is All You Need and co-founder of NEAR Protocol, joined our CEO Omer Goldberg to discuss why future AI breakthroughs may come from improved training and formal reasoning rather than larger models.

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AI models learn what’s most repeated, not what’s true. NEAR Protocol co-founder Illia (root.near) (🇺🇦, ⋈) and our CEO Omer Goldberg break down why data provenance, source reputation, and community curation are critical to building trustworthy AI.
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AI models learn what’s most repeated, not what’s true. NEAR Protocol co-founder Illia (root.near) (🇺🇦, ⋈) and our CEO Omer Goldberg break down why data provenance, source reputation, and community curation are critical to building trustworthy AI.

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Andy asked why wouldn't AI agents create their own currency? An AI-generated unit of account all the LLMs agree on? Illia (root.near) (🇺🇦, ⋈), Co-Founder of NEAR Protocol: "They can create tokens. But agents need reputation and reputation needs history. You can't manufacture that." "You still need to pay for compute. That maps to energy. Those economic pieces need to map into something people value. Existing infrastructure already has ins and outs into the real world. That matters."
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Andy asked why wouldn't AI agents create their own currency? An AI-generated unit of account all the LLMs agree on? Illia (root.near) (🇺🇦, ⋈), Co-Founder of NEAR Protocol: "They can create tokens. But agents need reputation and reputation needs history. You can't manufacture that." "You still need to pay for compute. That maps to energy. Those economic pieces need to map into something people value. Existing infrastructure already has ins and outs into the real world. That matters."

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NEAR Co-Founder Illia (root.near) (🇺🇦, ⋈) introduced Confidential Intents at NEARCON Simply toggle it on at and your transfers, deposits, and withdrawals are confidential. Your transactions execute on a NEAR private shard via a TEE-based bridge.

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