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When data origins are unclear, trust becomes a core challenge in AI today. Transparency and authenticity play a central role, as Charles Ivie, former Senior Graph Architect at Amazon Web Services, explains. 🤝

OriginTrail

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14,555 görüntüleme • 7 ay önce •via X (Twitter)

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Traces, knowledge, and reasoning paths form a reliable source of truth for AI agents. 🤝 Charles Ivie, former Senior Graph Architect at Amazon Web Services, on why knowledge-backed traces are essential for trustworthy AI. 03:34 – Why data origin matters 07:17 – Interoperability and trusted knowledge 11:12 – Knowledge graphs as structured AI memory 16:09 – How combining graphs improves trust

Traces, knowledge, and reasoning paths form a reliable source of truth for AI agents. 🤝 Charles Ivie, former Senior Graph Architect at Amazon Web Services, on why knowledge-backed traces are essential for trustworthy AI. 03:34 – Why data origin matters 07:17 – Interoperability and trusted knowledge 11:12 – Knowledge graphs as structured AI memory 16:09 – How combining graphs improves trust

OriginTrail

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Michelle McGuire, principal, chief data and AI officer at Deloitte, shares about "Trustworthy AI," Deloitte's framework for measuring transparency, engagement, and trust in how people view and engage with content. She also discusses the generational differences in AI discernment at the Strictly Business Podcast Live presented by Amazon Web Services & Deloitte at Cannes Lions. Watch the full live podcast here:

Michelle McGuire, principal, chief data and AI officer at Deloitte, shares about "Trustworthy AI," Deloitte's framework for measuring transparency, engagement, and trust in how people view and engage with content. She also discusses the generational differences in AI discernment at the Strictly Business Podcast Live presented by Amazon Web Services & Deloitte at Cannes Lions. Watch the full live podcast here:

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1/ Last week at FIL Brussels alongside EthCC - Ethereum Community Conference, groundbreaking collaborations shook the AI world, underscoring #Filecoin's essential role as the DePIN backbone for AI. These efforts challenge centralization and revolutionize data integrity and transparency. Ready to dive in? ⤵️

1/ Last week at FIL Brussels alongside EthCC - Ethereum Community Conference, groundbreaking collaborations shook the AI world, underscoring #Filecoin's essential role as the DePIN backbone for AI. These efforts challenge centralization and revolutionize data integrity and transparency. Ready to dive in? ⤵️

Filecoin

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The Giants are in that spot where every pick matters. Do you get your young QB more help or trust the defense. Broke it down with NFL IQ from Amazon Web Services and Next Gen Stats Take a look at

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🤖 TPRO AI Agents: The Future of Onchain Economy begins today! At TPRO Network, our specialized AI Agents will play a vital role in revolutionizing the on-chain economy 🌐 These agents will independently analyze tasks, manage trading resources, and determine when action is needed - all while recording every transaction on the TPRO Chain to ensure full transparency and trust ✅ More Info Coming Soon 👀

🤖 TPRO AI Agents: The Future of Onchain Economy begins today! At TPRO Network, our specialized AI Agents will play a vital role in revolutionizing the on-chain economy 🌐 These agents will independently analyze tasks, manage trading resources, and determine when action is needed - all while recording every transaction on the TPRO Chain to ensure full transparency and trust ✅ More Info Coming Soon 👀

tpro.network

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#JASMY defines the core of #Japan’s Web3 era. 🌐 For the Land of the Rising Sun, Web 3.0 is not merely a technical evolution of the existing Internet, but a profound structural shift in the way value, trust, and data are organized within the digital space. As conceptualized by Japan’s Ministry of Economy, Trade and Industry, Web 3.0 must be built on a decentralized architecture in which individuals are no longer passive users of digital services, but autonomous actors capable of owning, controlling, and directly leveraging their data, digital identities, and assets. This vision stands in clear contrast to the Web 2.0 model, where information and value are concentrated within large platforms that capture the majority of the data and revenues generated by online interactions. Within this new paradigm, blockchain plays a fundamental role as a trust infrastructure. Through distributed ledgers and cryptographic mechanisms, it becomes possible to establish direct relationships between individuals, organizations, and services without relying on a central authority to validate exchanges. Mutual authentication, data integrity, and traceability are natively ensured by the protocol itself, while significantly reducing management and intermediation costs. Web 3.0 is thus expected to guarantee the uniqueness and authenticity of exchanged information, while offering strong resistance to data falsification or manipulation. A central pillar of this Japanese vision lies in the redefinition of data ownership. METI emphasizes that one of the major imbalances of today’s Internet stems from the excessive concentration of personal and industrial data in the hands of large digital platforms. Web 3.0, by contrast, aims to return ownership to individuals and data producers themselves, enabling them to freely determine the conditions under which their data may be used, shared, or monetized. This approach is part of a broader effort to rebalance digital power and restore trust in the digital economy, fully aligned with Japan’s principles of data circulation based on trust, notably the concept of Data Free Flow with Trust. The Japanese government also views Web 3.0 as a foundational layer for the emergence of new forms of digital economy. Tokenization whether through cryptocurrencies, utility tokens, governance tokens, or NFTs, makes it possible to represent and exchange value in a programmable and transparent manner. This gives rise to economic models in which users become direct stakeholders in the ecosystems they participate in, spanning content creation, decentralized communities, and innovative digital services. From this perspective, Web 3.0 is seen as a catalyst for industrial innovation and international competitiveness for Japan, particularly in areas such as the metaverse, the creator economy, and next-generation digital infrastructures. Finally, Japan’s vision of Web 3.0 extends far beyond financial or purely technological considerations. It is embedded in a broader societal strategy aimed at building a more equitable, resilient digital economy that is better aligned with human values. By restoring individual control over data and fostering digital interactions based on trust rather than centralization, Web 3.0 is envisioned as one of the pillars of a digital society capable of sustaining innovation while respecting the sovereignty of individuals, communities, and nations.

#JASMY defines the core of #Japan’s Web3 era. 🌐 For the Land of the Rising Sun, Web 3.0 is not merely a technical evolution of the existing Internet, but a profound structural shift in the way value, trust, and data are organized within the digital space. As conceptualized by Japan’s Ministry of Economy, Trade and Industry, Web 3.0 must be built on a decentralized architecture in which individuals are no longer passive users of digital services, but autonomous actors capable of owning, controlling, and directly leveraging their data, digital identities, and assets. This vision stands in clear contrast to the Web 2.0 model, where information and value are concentrated within large platforms that capture the majority of the data and revenues generated by online interactions. Within this new paradigm, blockchain plays a fundamental role as a trust infrastructure. Through distributed ledgers and cryptographic mechanisms, it becomes possible to establish direct relationships between individuals, organizations, and services without relying on a central authority to validate exchanges. Mutual authentication, data integrity, and traceability are natively ensured by the protocol itself, while significantly reducing management and intermediation costs. Web 3.0 is thus expected to guarantee the uniqueness and authenticity of exchanged information, while offering strong resistance to data falsification or manipulation. A central pillar of this Japanese vision lies in the redefinition of data ownership. METI emphasizes that one of the major imbalances of today’s Internet stems from the excessive concentration of personal and industrial data in the hands of large digital platforms. Web 3.0, by contrast, aims to return ownership to individuals and data producers themselves, enabling them to freely determine the conditions under which their data may be used, shared, or monetized. This approach is part of a broader effort to rebalance digital power and restore trust in the digital economy, fully aligned with Japan’s principles of data circulation based on trust, notably the concept of Data Free Flow with Trust. The Japanese government also views Web 3.0 as a foundational layer for the emergence of new forms of digital economy. Tokenization whether through cryptocurrencies, utility tokens, governance tokens, or NFTs, makes it possible to represent and exchange value in a programmable and transparent manner. This gives rise to economic models in which users become direct stakeholders in the ecosystems they participate in, spanning content creation, decentralized communities, and innovative digital services. From this perspective, Web 3.0 is seen as a catalyst for industrial innovation and international competitiveness for Japan, particularly in areas such as the metaverse, the creator economy, and next-generation digital infrastructures. Finally, Japan’s vision of Web 3.0 extends far beyond financial or purely technological considerations. It is embedded in a broader societal strategy aimed at building a more equitable, resilient digital economy that is better aligned with human values. By restoring individual control over data and fostering digital interactions based on trust rather than centralization, Web 3.0 is envisioned as one of the pillars of a digital society capable of sustaining innovation while respecting the sovereignty of individuals, communities, and nations.

NeoXtrix

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I talked again to former Chief Economist at the BIS and former central banker William White. 82 years old and sharp as a knife. He confirms the eroding trust in fiat currencies and why countries like China are looking for dollar alternatives.

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Alenka Grealish, Senior Analyst at Celent, confirmed at SWIFT SIBOS that XRP and XLM are set to play a key role in the future financial system.💯 Watch.👇

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Crypto isn’t about money. As AI rapidly erodes our ability to tell what’s real, we’re entering a world where nothing can be taken at face value. So what happens when trust disappears? In this conversation, Charles Hoskinson (Charles Hoskinson) breaks down the real problem blockchains solve: trust. And can Charles' new venture, Midnight, actually rebuild it?

Jack Niewold 🫡

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𝐈𝐦𝐩𝐨𝐫𝐭𝐚𝐧𝐜𝐞 𝐨𝐟 𝐃𝐞𝐜𝐞𝐧𝐭𝐫𝐚𝐥𝐢𝐳𝐞𝐝 𝐈𝐧𝐝𝐞𝐱𝐞𝐫𝐬 🌐 Trac Core, as the only decentralized #Bitcoin indexer, is a vital piece of infrastructure that sits at the centre of our entire TTP ecosystem. 👑 It allows TAP Protocol, as well as other protocols and L2s, to plug in directly and receive reliable and accurate data from Bitcoin. 🙏 Both Bitcoin and Trac Core are decentralized truth-telling machines! Bitcoin produces the data. Trac Core organises and validates it. 🤝

𝐈𝐦𝐩𝐨𝐫𝐭𝐚𝐧𝐜𝐞 𝐨𝐟 𝐃𝐞𝐜𝐞𝐧𝐭𝐫𝐚𝐥𝐢𝐳𝐞𝐝 𝐈𝐧𝐝𝐞𝐱𝐞𝐫𝐬 🌐 Trac Core, as the only decentralized #Bitcoin indexer, is a vital piece of infrastructure that sits at the centre of our entire TTP ecosystem. 👑 It allows TAP Protocol, as well as other protocols and L2s, to plug in directly and receive reliable and accurate data from Bitcoin. 🙏 Both Bitcoin and Trac Core are decentralized truth-telling machines! Bitcoin produces the data. Trac Core organises and validates it. 🤝

Trac Network

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The Dolphins are stuck between a rebuild and a salary cap mess, but there may be a path forward. So what should Miami do in this year’s Draft? With insights from NFL IQ, built by Amazon Web Services and Next Gen Stats, dig into the data behind the decision-making:

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Appreciate you Charles for having me on today! We covered: • $AMD emerging as the second source of the AI economy • My two favorite emerging market names for 2026: $MELI & $JMIA • $MU at the center of the next AI spend cycle as AI becomes memory-first • $NVDA laying out the blueprint for the operating system of the AI economy • $META & $AMZN winning in AI through distribution, data, and workflow control • $EOSE as a winner from AI data centers creating extreme load swings that long-duration zinc storage is built to handle

Appreciate you Charles for having me on today! We covered: • $AMD emerging as the second source of the AI economy • My two favorite emerging market names for 2026: $MELI & $JMIA • $MU at the center of the next AI spend cycle as AI becomes memory-first • $NVDA laying out the blueprint for the operating system of the AI economy • $META & $AMZN winning in AI through distribution, data, and workflow control • $EOSE as a winner from AI data centers creating extreme load swings that long-duration zinc storage is built to handle

Shay Boloor

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A new roadmap. A New Era of The Graph 🗺️ The Graph’s new roadmap introduces a bold and transformative vision for the future of The Graph! The new R&D roadmap details an expansion of The Graph’s ability to serve web3’s growing demands for data access, while better serving builders and protocol contributors, and improving the overall simplicity and efficiency of the network. After three years of serving builders, The Graph Network is mature, reliable, and performant. The Graph ecosystem has followed through on its commitment to democratize access to blockchain data while also establishing subgraphs as a web3 standard. But The Graph’s innovation journey doesn’t end there. The New Era of The Graph is organized into five core objectives: 1️⃣ World of Data Services: Expanding to provide new data services beyond subgraphs to deliver a rich market of data on the network, serving novel use cases for data scientists and more. This will include more data sources, new query languages, and support for LLMs. 2️⃣ Developer Empowerment: Supporting developers through enhanced DevEx and tooling by introducing streamlined billing, clear pricing models, a new free query plan, and reduced gas fees. A more SaaS-like experience for devs, without compromising on decentralization! 3️⃣ Protocol Evolution & Resiliency: Delivering improvements resulting in a more resilient, flexible, and simple protocol, including updates to delegation. 4️⃣ Optimized Indexer Performance: Boosting network performance with improved Indexer tooling and operational capabilities to deliver increased scalability, reduce costs, and enhanced network reliability. 5️⃣ Interconnected Graph of Data: Creating tools for composable data and a global, organized knowledge graph – interlinking open data and making it easier to build upon. The new roadmap sets in motion an exciting evolution in web3 data infrastructure. In a phased rollout, The Graph will introduce many new features and benefits, including the integration of new data services, new query languages, enhanced developer tooling, improved UX + UI, alongside greater protocol efficiency and resilience. As this new era unfolds, The Graph crystallizes as the connective tissue across the many layers of the web3 stack, evolving into a comprehensive, interwoven graph of data equipped to serve every project dreamt up by web3’s innovators. Read the full announcement linked in the comment below!

A new roadmap. A New Era of The Graph 🗺️ The Graph’s new roadmap introduces a bold and transformative vision for the future of The Graph! The new R&D roadmap details an expansion of The Graph’s ability to serve web3’s growing demands for data access, while better serving builders and protocol contributors, and improving the overall simplicity and efficiency of the network. After three years of serving builders, The Graph Network is mature, reliable, and performant. The Graph ecosystem has followed through on its commitment to democratize access to blockchain data while also establishing subgraphs as a web3 standard. But The Graph’s innovation journey doesn’t end there. The New Era of The Graph is organized into five core objectives: 1️⃣ World of Data Services: Expanding to provide new data services beyond subgraphs to deliver a rich market of data on the network, serving novel use cases for data scientists and more. This will include more data sources, new query languages, and support for LLMs. 2️⃣ Developer Empowerment: Supporting developers through enhanced DevEx and tooling by introducing streamlined billing, clear pricing models, a new free query plan, and reduced gas fees. A more SaaS-like experience for devs, without compromising on decentralization! 3️⃣ Protocol Evolution & Resiliency: Delivering improvements resulting in a more resilient, flexible, and simple protocol, including updates to delegation. 4️⃣ Optimized Indexer Performance: Boosting network performance with improved Indexer tooling and operational capabilities to deliver increased scalability, reduce costs, and enhanced network reliability. 5️⃣ Interconnected Graph of Data: Creating tools for composable data and a global, organized knowledge graph – interlinking open data and making it easier to build upon. The new roadmap sets in motion an exciting evolution in web3 data infrastructure. In a phased rollout, The Graph will introduce many new features and benefits, including the integration of new data services, new query languages, enhanced developer tooling, improved UX + UI, alongside greater protocol efficiency and resilience. As this new era unfolds, The Graph crystallizes as the connective tissue across the many layers of the web3 stack, evolving into a comprehensive, interwoven graph of data equipped to serve every project dreamt up by web3’s innovators. Read the full announcement linked in the comment below!

The Graph

425,373 görüntüleme • 2 yıl önce