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cover of episode Collective Memory for AI on Decentralized Knowledge Graph // Tomaž Levak // #285

Collective Memory for AI on Decentralized Knowledge Graph // Tomaž Levak // #285

2025/1/24
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Tomaz Levak: 作为OriginTrail的创始人,我致力于构建去中心化知识图谱,它能赋能传统的符号AI,尤其是在数据所有权和可验证性方面。DKG作为一个中间件,连接不同的系统和数据,形成一个共享的全球知识图谱,促进各方在其上进行创新。通过并行网络(Paranets)的概念,我们可以在全球知识图谱中创建具有共同规则的社区,例如MLOps播客Paranet,规定特定的本体数据结构,从而优化AI系统的性能。企业用户利用DKG处理私有数据,实现透明度和优化流程,同时保障数据安全。AI代理也可以利用DKG作为集体记忆,存储和交换信息,促进科学研究和知识共享。我坚信,DKG是实现更透明、更高效、更安全的数据交互的关键。 Demetrios Brinkman: 我认为去中心化知识图谱在当今时代非常重要,它提供了一种透明的方式来管理和验证信息。通过创建系统知识图谱,AI SRE代理可以更快地找到事件的根本原因。在DKG上拥有这样的知识图谱非常有价值,因为它就像一个Git,不仅适用于代码,还适用于围绕代码的一切。

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Tomaž Levak is the Co-founder and CEO of Trace Labs) – OriginTrail) core developers. OriginTrail is a web3) infrastructure project combining a decentralized knowledge graph (DKG) and blockchain) technologies to create a neutral, inclusive ecosystem.

Collective Memory for AI on Decentralized Knowledge Graph // MLOps Podcast #285 with Tomaz Levak, Founder of Trace Labs, Core Developers of OriginTrail.

// Abstract The talk focuses on how OriginTrail Decentralized Knowledge Graph serves as a collective memory for AI and enables neuro-symbolic AI. We cover the basics of OriginTrail’s symbolic AI fundamentals (i.e. knowledge graphs) and go over details how decentralization improves data integrity, provenance, and user control. We’ll cover the DKG role in AI agentic frameworks and how it helps with verifying and accessing diverse data sources, while maintaining compatibility with existing standards.

We’ll explore practical use cases from the enterprise sector as well as latest integrations into frameworks like ElizaOS. We conclude by outlining the future potential of decentralized AI, AI becoming the interface to “eat” SaaS and the general convergence of AI, Internet and Crypto.

// Bio Tomaz Levak, founder of OriginTrail, is active at the intersection of Cryptocurrency, the Internet, and Artificial Intelligence (AI). At the core of OriginTrail is a pursuit of Verifiable Internet for AI, an inclusive framework addressing critical challenges of the world in an AI era. To achieve the goal of Verifiable Internet for AI, OriginTrail's trusted knowledge foundation ensures the provenance and verifiability of information while incentivizing the creation of high-quality knowledge. These advancements are pivotal to unlock the full potential of AI as they minimize the technology’s shortfalls such as hallucinations, bias, issues of data ownership, and model collapse.

Tomaz's contributions to OriginTrail span over a decade and across multiple fields. He is involved in strategic technical innovations for OriginTrail Decentralized Knowledge Graph (DKG) and NeuroWeb blockchain and was among the authors of all three foundational White Paper documents that defined how OriginTrail technology addresses global challenges. Tomaz contributed to the design of OriginTrail token economies and is driving adoption with global brands such as British Standards Institution, Swiss Federal Railways and World Federation of Haemophilia, among others.

Committed to the ongoing expansion of the OriginTrail ecosystem, Tomaz is a regular speaker at key industry events. In his appearances, he highlights the significant value that the OriginTrail DKG brings to diverse sectors, including supply chains, life sciences, healthcare, and scientific research. In a rapidly evolving digital landscape, Tomaz and the OriginTrail ecosystem as a whole are playing an important role in ensuring a more inclusive, transparent and decentralized AI.

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// Related Links Website: https://origintrail.io)

Song recommendation: https://open.spotify.com/track/5GGHmGNZYnVSdRERLUSB4w?si=ae744c3ad528424b)

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Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/) Connect with Tomaz on LinkedIn: https://www.linkedin.com/in/tomazlevak/)