Choconuts (choconuts.eth)

From Users to Co-Architects: Why Feedback is the Missing Layer in AI Design Real intelligence needs dynamic feedback. Most systems still treat users as passive endpoints, not active participants. But what if feedback itself became infrastructure? What if your suggestion to an AI system could be: – Audited for logic and originality – Tested against alternative versions (A/B style) – Scored for real-world impact – Verified by a network of trusted humans and AIs – And rewarded onchain? We’re heading toward a world where feedback becomes a public good; tracked, composable, and reputation-linked. Add to this a layer of Intelligence Oracles. Imagine exporting your own ChatGPT conversations to decentralized LLMs; contributing to an intellectual fingerprint. It’s the architecture for a world where users aren’t just consumers of intelligence, but its co-architects. You’re not just data. You’re proof of thought. https://choconuts.substack.com/p/from-users-to-co-architects-feedback

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Provenance would be a great feature for @zora creators. Where there can be derivative content with derivative royalties.

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If I copy a tweet and paste it into farcaster, theres a very nice display of the preview. Need something like this for Zora, where if we take the asset and paste the link to @farcaster or X(twitter) we see a preview, so users can go on to zora and then possible purchase a share of the artifact.

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The beautiful circle of life #crypto

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A Polymind Framework is essential for AI to evolve safely. Intelligence shouldn’t be dictated by one model, but emerge from many perspectives; because no single mind can assume truth, and therefore has to be challenged while also challenging other models..

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Be the light others will turn to.

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Magnus is today's great. Kasparov lost his first match to a machine and not to a human. Magnus tied the classical championship twice and only secured his titles in rapid tiebreaks. He nearly lost the classical match to Sergey Karjakin. He had the advantage of studying all established lines before him; including those mastered by legends like Vishy Anand. In fact, Vishy used Magnus as a training partner to prepare for Kramnik, and Magnus himself has admitted that Vishy was dominating him during early practice camps. In earlier eras; when chess was still being “discovered”; players like Fischer, Tal, and Kasparov were true pioneers of novelty and fearless creativity. Much of todays chess falls under the umbrella of prep, rather than pure over-the-board invention. So while Magnus is the modern master of precision, the GOAT of raw innovation and courage arguably belongs to earlier giants. Chess today isn’t about idea inventors anymore; it’s more about memory/precision/engine athletes.

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