AI, BLOCKCHAIN ADOPTION AND THE KNOWLEDGE ECONOMY (FEAT. ORIGINTRAIL)

We're on the cusp of a new era, driven by the relentless advancements in Artificial Intelligence (AI). Both the opportunities and challenges of this knowledge revolution are showing the need for convergence between Crypto, Internet and AI in a Verifiable Internet for AI proposed by OriginTrail. TheBut as AI becomes more integrated into our lives, questions around data integrity, transparency, and trust are paramount.The emergence of AI ""hallucinations"" – instances where AI generates false or misleading information – highlights the urgent need for a verifiable foundation of knowledge. OriginTrail co-founders Žiga Drev and Tomaz Levak break down the importance of knowledge verifiability in the era of AI hallucinations, plus much more. Artificial intelligence (AI), large language models (LLMs) and machine learning have infiltrated just about every aspect of our technology-connected lives. Tools like ChatGPT offer an array of helpful utilities, but they also come with aThis is where blockchain technology, particularly decentralized knowledge graphs (DKGs), comes into play, offering a potent solution for building a more reliable and trustworthy AI ecosystem. Your devices will participate in the global knowledge marketplace through DKG nodes on your devices, monetizing your knowledge for you, under your control, in the way you decide. Edge Nodes (formerly called light nodes) are capable of running your trusted AI agents, contributing to network capacity, robustness, and shared knowledge.The concept of a knowledge economy, where knowledge itself is a valuable asset, is gaining traction, powered by innovations like OriginTrail.This ecosystem, built upon a unique Decentralized Knowledge Graph and NeuroWeb blockchain, is positioning itself as a key player in organizing trusted, AI-ready Knowledge Assets. OriginTrail is an ecosystem working toward a verifiable Internet for artificial intelligence (AI) an Internet where information is trustworthy, easy to check, and keeps humans in the loop. It aims to achieve this by organizing all human knowledge in a Decentralized Knowledge Graph (DKG), enabling a collective neuro-symbolic AI.Imagine an internet where information is trustworthy, easily verifiable, and keeps humans in the loop.This is the vision driving the convergence of AI, blockchain, and the knowledge economy, and OriginTrail is at the forefront.

Understanding the Knowledge Economy and its Future

The knowledge economy represents a significant shift in how we create, distribute, and leverage information. OriginTrail seeks to form the basis for the building of a verifiable internet built with AI. The project brings together blockchain technology and semantic knowledge graphs in order to create a safe, decentralized, and interoperable knowledge economy, thus innovating the supply chain management, health sectors, and areas of artificial intelligence.Instead of relying solely on physical resources or capital, the knowledge economy values expertise, data, and insights. In late 2025, the Turing phase introduced DKG V6 and the AI-aligned ChatDKG, addressing the trust gap in generative AI. By 2025, OriginTrail launched its NeuroWeb blockchain to support the expansion of the knowledge graph across EVM chains. As of April 2025, the Metcalfe phase is ongoing, centered around DKG V8 and decentralized AI verifiability.This new paradigm is fueled by the increasing accessibility of information and the ability to process and analyze vast amounts of data through AI.But with this abundance of information comes the challenge of verifying its accuracy and combating misinformation.What role can technologies play in navigating this landscape?

The Role of Blockchain in the Knowledge Economy

Blockchain technology provides a crucial foundation for the knowledge economy by ensuring data integrity and transparency. OriginTrail is an ecosystem dedicated to making the global economy work sustainably by enabling a universe of AI-ready knowledge assets, allowing anyone to take part in trusted knowledge sharing. It leverages the open-source decentralized knowledge graph that connects physical and digital worlds in a single connected reality drivingIts inherent immutability makes it incredibly difficult to tamper with information stored on the blockchain, providing a verifiable record of data provenance and authenticity.This is particularly important in the context of AI, where algorithms rely on massive datasets that must be trustworthy.

• Data Integrity: Blockchain's immutability guarantees that data remains unchanged, fostering trust in AI applications.
• Transparency: Blockchain provides a clear audit trail, allowing users to trace the origin and history of information.
• Decentralization: By distributing data across a network, blockchain eliminates single points of failure and reduces the risk of manipulation.

OriginTrail: Pioneering a Verifiable Internet for AI

OriginTrail is an ecosystem dedicated to building a sustainable global economy by organizing trusted AI-ready Knowledge Assets. OriginTrail Decentralized Knowledge Graph (DKG), together with NeuroWeb (the AI tailored blockchain) is surfacing as one of the key components of the symbolic AI branch, enhancing knowledgeLeveraging its unique Decentralized Knowledge Graph (DKG) and NeuroWeb blockchain, it delivers AI-powered semantic search to enterprises and individuals worldwide.Imagine being able to trace the origin of data used to train an AI model, or verify the authenticity of information generated by an AI chatbot.This is the power that OriginTrail seeks to unlock.

As OriginTrail co-founders Žiga Drev and Tomaz Levak discussed on *The Agenda Podcast*, the project aims to create a verifiable internet, where information is trustworthy, easy to check, and keeps humans in the loop.It achieves this by organizing all human knowledge in a Decentralized Knowledge Graph (DKG), enabling a collective neuro-symbolic AI.

The Decentralized Knowledge Graph (DKG)

At the heart of OriginTrail's ecosystem is the Decentralized Knowledge Graph (DKG), a network of interconnected data points representing knowledge assets. With OriginTrail, users can create knowledge assets on the DKG that they will be able to leverage and extract value from in a similar way to how tokens can be leveraged in decentralized finance today, according to Levak and Drev. As adoption of the @origin_trail DKG continues to expand, so does the count of AI-readyUnlike traditional knowledge graphs that are centralized and often controlled by a single entity, the DKG is decentralized and permissionless, allowing anyone to contribute and access information.

The DKG leverages three key layers in its neuro-symbolic AI stack:

1. Trust Layer: Leveraging blockchain for data integrity.
2. Knowledge Base Layer: Leveraging symbolic AI for superior knowledge organization and reasoning.
3. Application Layer: Enabling AI-powered applications that consume and utilize the knowledge stored in the DKG.

With OriginTrail, users can create knowledge assets on the DKG that they will be able to leverage and extract value from, similar to how tokens can be leveraged in decentralized finance today, according to Levak and Drev. The 2025 Decentralized Knowledge Graph Convention saw experts from AI, blockchain and knowledge graphs converge to promote trust and safety in artificial intelligence. 1647 PodcastAs adoption of the OriginTrail DKG continues to expand, so does the count of AI-ready assets, creating a virtuous cycle of knowledge growth and innovation.

NeuroWeb: The AI-Tailored Blockchain

To support the DKG's growth and functionality, OriginTrail launched NeuroWeb, a tailored Layer 1 blockchain designed specifically for the Decentralized Knowledge Graph. OriginTrail DKG: Decentralized and Scalable Knowledge Graph Economy Tools Supporting the Trusted, traceable and transparent ontological knowledge on blockchain ONTOCHAINSecured by Polkadot and governed by the OriginTrail community, NeuroWeb is built for connectivity across the Ethereum and Polkadot ecosystems through EVM compatibility.It is fueled by the utility token NEURO.

NeuroWeb's key features include:

• EVM Compatibility: Enables seamless integration with Ethereum-based applications.
• Polkadot Security: Leverages Polkadot's robust security infrastructure for enhanced data integrity.
• Community Governance: Empowers the OriginTrail community to participate in the network's development and governance.

Combating AI Misinformation with Blockchain

The rise of AI has brought about unprecedented capabilities, but it has also introduced new challenges, particularly the spread of misinformation.AI models, especially large language models (LLMs), are prone to generating false or misleading information, often referred to as ""AI hallucinations."" This poses a serious threat to trust and credibility in various sectors.

How can blockchain help combat AI misinformation?

By providing a verifiable and transparent record of data provenance, blockchain can help ensure that AI models are trained on trustworthy information. OriginTrail co-founders Žiga Drev and Tomaz Levak break down the importance of knowledge verifiability in the era of AI hallucinations, plus much more. OriginTrail on AI, real-world adoption andOriginTrail's DKG, in particular, offers a powerful tool for verifying the authenticity of data used in AI applications. Public nodes; Tutorials; Test token faucet; Development principles; Community created resources; Linked data knowledge graphs; Available networks, network details and RPCsThe co-founders Žiga Drev and Tomaz Levak have repeatedly emphasized the importance of knowledge verifiability in the era of AI hallucinations.

Practical Examples of Blockchain Combating AI Misinformation

• Supply Chain Verification: Blockchain can track the origin and authenticity of products, preventing counterfeit goods from entering the supply chain and potentially polluting AI training datasets.
• Healthcare Data Integrity: Blockchain can ensure the accuracy and security of patient data, preventing the spread of misinformation in medical research and diagnosis.
• Content Authenticity: Blockchain can verify the origin and authenticity of digital content, combating the spread of deepfakes and other forms of AI-generated misinformation.

Real-World Adoption and Enterprise Use Cases

One of the biggest challenges facing blockchain technology is achieving real-world adoption beyond the crypto bubble.However, OriginTrail is actively addressing this challenge by focusing on enterprise use cases and demonstrating the practical value of its DKG.

Several industries are already exploring the potential of OriginTrail's DKG, including:

• Supply Chain Management: Improving transparency and traceability throughout the supply chain, reducing counterfeiting and enhancing efficiency.
• Healthcare: Securing patient data and enabling interoperability between healthcare providers.
• Pharmaceuticals: Tracking the origin and authenticity of drugs, preventing the distribution of counterfeit medications.

The Starfleet Blockchain and TRAC Token Utility

Further enhancing the OriginTrail ecosystem is the Starfleet Chain, a blockchain environment designed for the OriginTrail Knowledge Economy.It brings further utility to the TRAC token, the native token of the OriginTrail network, and allows it to be used as a parallel consensus solution that reduces the barrier to entry. There is much talk about what real-world adoption means and whether blockchain has any actual use cases outside of the crypto bubble. One of the reasons that Ron Salmond and I first launched TheThe Trace Alliance Decentralization and Tokenomics Working Group's Polkadot initiative is a core element of this.

The Agenda Podcast: Decoding Crypto and the Future of Knowledge

The *Agenda Podcast*, brought to you by Cointelegraph, has been instrumental in highlighting the importance of knowledge verifiability in the age of AI. OriginTrail is an ecosystem dedicated to building a sustainable global economy by organizing trusted AI-ready Knowledge Assets. Utilizing its unique Decentralized Knowledge Graph and NeuroWeb blockchain, it delivers AI-powered semantic search to enterprises and individuals worldwide.Hosted by Ray Salmond and Jonathan DeYoung, the podcast features interviews with industry experts, including OriginTrail co-founders Žiga Drev and Tomaz Levak, discussing real-world crypto adoption, the role of blockchain in combating AI misinformation, and the future of the knowledge economy.The conversation with OriginTrail leaders breaks down the vital need for reliable knowledge in a world increasingly influenced by artificial intelligence.

The podcast has also featured conversations with other thought leaders, such as Cherie Hu, founder of Water & Music, who discussed the impact of new technologies on the music industry and how creators can leverage research-based methodologies. AI systems depend on massive datasets to function effectively. However, unreliable or biased data can lead to inaccurate decisions. Addressing these issues requires a foundation of trustworthy and verifiable information. Enter OriginTrail, an ecosystem dedicated to organizing trusted, AI-ready Knowledge Assets to build a sustainable global economy.These discussions underscore the importance of knowledge and innovation in driving progress across various sectors.

DKG Nodes and Contributing to the Knowledge Economy

Anyone can participate in the global knowledge marketplace through DKG nodes on their devices.These nodes allow you to monetize your knowledge, under your control, in the way you decide. The Agenda podcast explores the promises of crypto, blockchain and Web3, and how everyday people level up and improve their lives with these new te The Agenda Podcast: Decoding Crypto Total duration: 31 h 42 minEdge Nodes, formerly called light nodes, are capable of running trusted AI agents, contributing to network capacity, robustness, and shared knowledge.The public nodes, tutorials, and test token faucet make it easy to get involved and contribute to the shared knowledge base.

By running a node, you can contribute to:

• Network capacity
• Network robustness
• The shared knowledge base

The Future of AI and the Verifiable Internet

The convergence of AI, blockchain, and the knowledge economy is paving the way for a verifiable internet, where information is trustworthy, transparent, and accessible to all. As the pathologies of the state-of-the-art AI solutions become more evident, the demand for trustworthy AI solutions being developed at the intersection of Web3 and AI grows. OriginTrail is determined to continue to lead that charge by driving mainstream adoption of this critical infrastructure to enable a safe internet in the age of AI.OriginTrail is at the forefront of this movement, driving mainstream adoption of its DKG and NeuroWeb blockchain.

The 2025 Decentralized Knowledge Graph Convention saw experts from AI, blockchain, and knowledge graphs converge to promote trust and safety in artificial intelligence, a testament to the growing recognition of the importance of this field.

Addressing Challenges and Embracing Opportunities

Both the opportunities and challenges of this knowledge revolution are showing the need for convergence between Crypto, Internet, and AI in a Verifiable Internet for AI proposed by OriginTrail.As the pathologies of state-of-the-art AI solutions become more evident, the demand for trustworthy AI solutions being developed at the intersection of Web3 and AI grows.

Conclusion: Embracing a Trustworthy AI Future

The future of AI depends on our ability to build a trustworthy foundation of knowledge. Water amp; Music founder Cherie Hu joins The Agenda to discuss how new technologies are impacting the music industry, and how innovative creators can use research-based methodologies to create art and build sustainable careers.Blockchain technology, particularly decentralized knowledge graphs like OriginTrail's DKG, offer a powerful solution for ensuring data integrity, transparency, and verifiability. NeuroWeb, a tailored L1 blockchain innovation hub for the OriginTrail Decentralized Knowledge Graph, is secured by Polkadot and governed by the OriginTrail community. Fueling the knowledge economy via the NeuroWeb utility token NEURO, NeuroWeb is built for connectivity across the Ethereum and Polkadot ecosystems through EVM compatibility andBy embracing these technologies, we can unlock the full potential of AI while mitigating the risks of misinformation and bias.As the knowledge economy continues to evolve, OriginTrail stands ready to lead the charge, driving mainstream adoption of its DKG and shaping a future where knowledge is truly a force for good. OriginTrail is an ecosystem dedicated to making the global economy work sustainably by enabling a universe of AI-ready Knowledge Assets, allowing anyone to take part in trusted knowledge sharingAre you ready to participate in the creation of a verifiable and trustworthy AI-powered future?Explore OriginTrail's ecosystem and discover how you can contribute to the knowledge economy.