Towards world's largest content library

AMA: DKG V10 positioning at the heart of AI's Trillion-Dollar Shift

Foundation Capital's "AI's Trillion-Dollar Opportunity: Context Graphs" makes the definitive case: the next wave of platform value will not be built on storing data - it will be built on capturing context graphs: living records of decision traces, precedents, and cross-system knowledge stitched across entities and time so that why something happened becomes as queryable as what happened. For AI agents, this is the critical missing layer. LLMs predict without knowing, hallucinate, and forget. They have no persistent, verifiable memory across sessions or agents. Every major AI company - Anthropic, OpenAI, Google - has shipped proprietary memory. But each creates its own silo: no agent can access another's memory, no memory is verifiable, no memory is ownable. DKG V10 is the infrastructure that makes this opportunity real. Unlike proprietary silos, the DKG delivers context graphs that are persistent, cryptographically verifiable, decentralized, and user-controlled – shared across any agent, framework, or industry. V10 brings the full conviction economy, multi-agent memory, and agent-native payments, turning the DKG into a self-sustaining context graph layer. Explore the V9/V10 roadmap 👉 https://docs.origintrail.io/origintra... [https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbEJydzJkYUNVTWh6NHBpVndfR1lBVFdDaEVRQXxBQ3Jtc0tsNGhEQU1aNmM5YTRXZU1pU2xSdFBWUnc3cVZkR24zUjNJOEJCWWlYaVNjQno4RzVaWFk3eVZMR1RVczFOeGhraVg0cVdBM2s1dlc3WVFPMTVKaEt3Q3I2N1daY2tWVkUxM3NJX0JGRkdIRWg5QmpiUQ&q=https%3A%2F%2Fdocs.origintrail.io%2Forigintrail-v9-v10%2Froadmap&v=MxhQ2dn7wTM] Trust the Source. Read about the Foundation Capital’s article on AI’s Trillion-Dollar Opportunity 👉 https://foundationcapital.com/ideas/c... [https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbkl3SklJUEZXZFZvM2RKQlR4bmxqM0dTT0JpZ3xBQ3Jtc0ttQnVLUjlacWQyemNqTG1jNUZYMU5DQTM4YmtnWmZrbGlwXzVPaVZxalV6TUZVbFBpYzZoeGw4WXBIZy04c08yWDk3MlhUeXFZVV9tQW8tclJlNEdmc2p2aTl6dUJGWjg3T3g0RFdhWk40eDVrTVlmOA&q=https%3A%2F%2Ffoundationcapital.com%2Fideas%2Fcontext-graphs-ais-trillion-dollar-opportunity&v=MxhQ2dn7wTM] Explore more from OriginTrail: 🔹 Website → https://origintrail.io/ [https://origintrail.io/] 🔹 OriginTrail Official docs → https://docs.origintrail.io/ [https://docs.origintrail.io/] 🔹 Discord →  https://discord.com/invite/xCaY7hvNwD [https://discord.com/invite/xCaY7hvNwD] 🔹 Telegram → https://t.me/origintrail [https://t.me/origintrail] 🔹 Instagram → https://www.instagram.com/origintrail.io/ [https://www.instagram.com/origintrail.io/] 🔹 LinkedIn → https://www.linkedin.com/company/origintrail/ [https://www.linkedin.com/company/origintrail/] 🔹 X → https://x.com/origin_trail [https://x.com/origin_trail]

On TRAC(k) to 2026

How do we scale trust in the age of AI? Why are knowledge graphs becoming essential for mission-critical AI systems? And what does it really take to move from probabilistic “guessing” to verifiable, reliable intelligence? Join OriginTrail founders, Tomaž Levak, Žiga Drev, Branimir Rakić, and guest host Amos Thomas in this special episode of On TRAC(k) as they recap the biggest takeaways from 2025 — from real-world applications, to ecosystem growth, and what’s coming next on the OriginTrail roadmap. We explore: * The rise of Umanitek Guardian and why protecting digital identity is becoming urgent * Why AI fails in enterprise and mission-critical settings — and how trusted knowledge changes the game * DKG network momentum, including major scaling milestones and what they mean going into 2026 * What’s next with DKG V8 → V9 → V10, scalability upgrades, hyper-relational graph memory, and more * The shift into the Metcalfe Convergence Chapter, and what it unlocks for builders and the ecosystem On TRAC(k) brings you the latest developments from the OriginTrail ecosystem and the Decentralized Knowledge Graph (DKG)! Explore more from OriginTrail: 🔹 Website → https://origintrail.io/ [https://origintrail.io/] 🔹 OriginTrail Official docs → https://docs.origintrail.io/ [https://docs.origintrail.io/] 🔹 Discord →  https://discord.com/invite/xCaY7hvNwD [https://discord.com/invite/xCaY7hvNwD] 🔹 Telegram → https://t.me/origintrail [https://t.me/origintrail] 🔹 Instagram → https://www.instagram.com/origintrail.io/ [https://www.instagram.com/origintrail.io/] 🔹 LinkedIn → https://www.linkedin.com/company/origintrail/ [https://www.linkedin.com/company/origintrail/] 🔹 X → https://x.com/origin_trail [https://x.com/origin_trail]

Towards world's largest content library

Join us for a new On Trac(k) episode featuring OriginTrail, Umanitek, and Videntifier - a global leader in fast, accurate recognition of illegal and harmful content! OriginTrail founders Branimir Rakic and Tomaž Levak join Ari Jonsson, CEO of Videntifier,  explore one of the most ambitious efforts to build the world’s largest decentralized content library. In this episode, we dive into the world’s largest digital “immune system”,  a decentralized content library built to detect and prevent the spread of harmful online material like CSAM and deepfakes. Powered by the OriginTrail decentralized network, this enables a new standard for privacy-preserving, cross-platform content verification. Hear directly from the leaders behind the initiative as they share insights, challenges, and what’s next in the mission to build a safer digital world. On TRAC(k) brings you all the latest and  greatest developments from the OriginTrail ecosystem and the Decentralized Knowledge Graph, aka the DKG!  Explore more from OriginTrail: 🔹 Website → https://origintrail.io/ [https://origintrail.io/] 🔹 OriginTrail Official docs → https://docs.origintrail.io/ [https://docs.origintrail.io/] 🔹 Discord →  https://discord.com/invite/xCaY7hvNwD [https://discord.com/invite/xCaY7hvNwD] 🔹 Telegram → https://t.me/origintrail [https://t.me/origintrail] 🔹 Instagram → https://www.instagram.com/origintrail.io/ [https://www.instagram.com/origintrail.io/] 🔹 LinkedIn → https://www.linkedin.com/company/origintrail/ [https://www.linkedin.com/company/origintrail/] 🔹 X → https://x.com/origin_trail [https://x.com/origin_trail]

Accelerating Network Effects in the Metcalfe Convergence Phase

OriginTrail founders Branimir Rakic, Žiga Drev and Tomaž Levak join Trace Labs’ Jurij Skornik and host Jonathan DeYoung to break down the significance of the Metcalfe Convergence Phase and discover how economic incentives, AI agents & trusted knowledge converge to unlock exponential network effects. Branimir also shares a technical demonstration of a unique new functionality and use case. On TRAC(k) brings you all the latest and juiciest developments from the OriginTrail ecosystem and the Decentralized Knowledge Graph, aka the DKG. This episode of On TRAC(k) was hosted and edited by Jonathan DeYoung. Episode chapters: (00:00:00) Intro to the On TRAC(k) podcast and this month’s episode (00:01:05) Recapping the past few months (00:10:16) Explaining the Metcalfe Convergence Phase (00:21:19) TRAC tokenomics and Knowledge Asset quality (00:30:29) Autonomous DKG growth and AI agents (00:34:39) DKG nodes powered by AI agents (00:40:17) Edge Node browser plugin demo (00:52:57) How to get involved with Umanitek (00:56:13) Opening the flood gates with V8 (01:01:23) Final thoughts/wrap-up Explore more from OriginTrail: 🔹 Website → https://origintrail.io/ [https://origintrail.io/] 🔹 OriginTrail Official docs → https://docs.origintrail.io/ [https://docs.origintrail.io/] 🔹 Discord →  https://discord.com/invite/xCaY7hvNwD [https://discord.com/invite/xCaY7hvNwD] 🔹 Telegram → https://t.me/origintrail [https://t.me/origintrail] 🔹 Instagram → https://www.instagram.com/origintrail.io/ [https://www.instagram.com/origintrail.io/] 🔹 LinkedIn → https://www.linkedin.com/company/origintrail/ [https://www.linkedin.com/company/origintrail/] 🔹 X → https://x.com/origin_trail [https://x.com/origin_trail]

Convergence: When Networks Start Thinking

This special episode of On TRAC(k) was recorded in person in New York City during the 2025 Knowledge Graph Conference. OriginTrail founders Branimir Rakic, Žiga Drev and Tomaž Levak are joined by internet pioneer Dr. Bob Metcalfe and host Jonathan DeYoung, and together they break down AI agents, network effects, real-world use cases for OriginTrail, and how this all fits into the “Metcalfe Convergence Phase.” On TRAC(k) brings you all the latest and juiciest developments from the OriginTrail ecosystem and the Decentralized Knowledge Graph, aka the DKG. This episode of On TRAC(k) was hosted and edited by Jonathan DeYoung. Follow OriginTrail on X (Twitter) at @origin_trail [https://twitter.com/origin_trail] and NeuroWeb at @NeuroWebAI [https://twitter.com/NeuroWebAI]. Join the OriginTrail Discord: https://discord.gg/ayxhC7sncf [https://discord.gg/ayxhC7sncf]  Episode chapters: (00:00:00) Intro to the On TRAC(k) podcast and this month’s episode (00:08:34) What we got right and wrong when we built the internet (00:11:08) Unpacking the Metcalfe Convergence Phase (00:14:57) Whatever happened to blockchain as a buzzword? (00:21:05) How the DKG solves AI-related issues (00:26:38) The convergence between data and AI training (00:30:28) How bad knowledge is handled in the DKG (00:33:15) Tackling real-world problems in supply chains and online content (00:40:45) How to get involved with DKGcon 2025 (00:42:45) When will everyday people benefit from the DKG? (00:46:00) Surprises with AI agents and OriginTrail Explore more from OriginTrail: 🔹 Website → https://origintrail.io/ [https://origintrail.io/] 🔹 OriginTrail Official docs → https://docs.origintrail.io/ [https://docs.origintrail.io/] 🔹 Discord →  https://discord.com/invite/xCaY7hvNwD [https://discord.com/invite/xCaY7hvNwD] 🔹 Telegram → https://t.me/origintrail [https://t.me/origintrail] 🔹 Instagram → https://www.instagram.com/origintrail.io/ [https://www.instagram.com/origintrail.io/] 🔹 LinkedIn → https://www.linkedin.com/company/origintrail/ [https://www.linkedin.com/company/origintrail/] 🔹 X → https://x.com/origin_trail [https://x.com/origin_trail]