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        <title>Angelo</title>
        <link>https://paragraph.com/@angelo-3</link>
        <description>I'm a blockchain research, focusing on market trends and business strategies.


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            <title><![CDATA[The Promise of Programmable Datachains and Irys

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            <link>https://paragraph.com/@angelo-3/the-promise-of-programmable-datachains-and-irys</link>
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            <pubDate>Mon, 17 Mar 2025 09:53:48 GMT</pubDate>
            <description><![CDATA[Decentralized applications (dApps) promise resilience and censorship resistance, but many still depend on centralized infrastructure, undermining their potential. Key Points:Critique of Traditional dApps: Many dApps rely on centralized providers like Ethereum smart contracts and Vercel front ends, making them vulnerable to being taken offline and contradicting their "unstoppable" promise.Programmable Datachains Solution: These offer truly onchain apps with logic secured by an execution layer ...]]></description>
            <content:encoded><![CDATA[<p>Decentralized applications (dApps) promise resilience and censorship resistance, but many still depend on centralized infrastructure, undermining their potential.</p><p><strong>Key Points:</strong></p><ul><li><p><strong><em>Critique of Traditional dApps</em></strong>: Many dApps rely on centralized providers like Ethereum smart contracts and Vercel front ends, making them vulnerable to being taken offline and contradicting their &quot;unstoppable&quot; promise.</p></li><li><p><strong><em>Programmable Datachains Solution</em></strong>: These offer truly onchain apps with logic secured by an execution layer and cost-effective, distributed front-end storage, ensuring fault tolerance, global distribution, verifiability, and censorship resistance.</p></li><li><p><strong><em>Irys’s Role</em></strong>: Irys enhances this vision with cost-efficient economics, lowering barriers for developers and enabling secure, decentralized applications for businesses and governments, paving the way for a robust &quot;dataverse.&quot;</p></li></ul>]]></content:encoded>
            <author>angelo-3@newsletter.paragraph.com (Angelo)</author>
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            <title><![CDATA[ERC-7007: Pioneering the Future of AI-Generated Content Verification on the Blockchain]]></title>
            <link>https://paragraph.com/@angelo-3/erc-7007-pioneering-the-future-of-ai-generated-content-verification-on-the-blockchain</link>
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            <pubDate>Sat, 15 Mar 2025 11:57:37 GMT</pubDate>
            <description><![CDATA[​ERC-7007 is a token standard on the Ethereum blockchain designed to manage and verify AI-generated content as Non-Fungible Tokens (NFTs). It extends the existing ERC-721 standard to address the unique challenges of AI-generated content, ensuring authenticity and proper attribution. ​GitHub Key Features:Verification of AI-Generated Content: ERC-7007 ensures that the content linked to an NFT is genuinely produced by a specific AI model using a particular input or prompt. This verification is a...]]></description>
            <content:encoded><![CDATA[<p>​ERC-7007 is a token standard on the Ethereum blockchain designed to manage and verify AI-generated content as Non-Fungible Tokens (NFTs). It extends the existing ERC-721 standard to address the unique challenges of AI-generated content, ensuring authenticity and proper attribution. ​<a target="_blank" rel="noopener noreferrer nofollow ugc" class="dont-break-out" href="https://github.com/ethereum/ercs/blob/master/ERCS/erc-7007.md">GitHub</a></p><p><strong>Key Features:</strong></p><ol><li><p><strong>Verification of AI-Generated Content:</strong> ERC-7007 ensures that the content linked to an NFT is genuinely produced by a specific AI model using a particular input or prompt. This verification is achieved through advanced cryptographic methods like Zero-Knowledge Machine Learning (zkML) and Optimistic Machine Learning (opML), which confirm the authenticity without revealing sensitive information. ​</p></li><li><p><strong>Unique Token Identification:</strong> Each NFT under this standard is uniquely associated with its input and output. Token IDs are assigned based on the prompt given to the AI model, ensuring a direct and verifiable link between the input and the generated content. ​</p></li></ol><p><strong>Real-World Blockchain Analogies:</strong></p><ol><li><p><strong>Verification of AI-Generated Content:</strong> This is akin to provenance tracking in digital art NFTs, where the authenticity and origin of a digital artwork are verified and recorded on the blockchain, ensuring that the piece is original and not a forgery.​</p></li><li><p><strong>Integration with zkML and opML:</strong> Similar to how Zero-Knowledge Proofs (ZKPs) are used in blockchain to verify transactions without revealing the details, zkML and opML allow verification of AI-generated content&apos;s correctness without exposing the underlying data or model, maintaining privacy and security.​</p></li><li><p><strong>Unique Token Identification:</strong> Comparable to assigning a unique serial number to each physical collectible, ERC-7007 assigns token IDs based on the AI input prompt, ensuring each NFT is uniquely tied to its specific creation process.​</p></li></ol><p>By incorporating these features, ERC-7007 provides a robust framework for authenticating and managing AI-generated content on the blockchain, offering creators and consumers confidence in the originality and integrity of digital assets.</p>]]></content:encoded>
            <author>angelo-3@newsletter.paragraph.com (Angelo)</author>
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