Latest DePIN AI News

In the realm of robotics, the challenge of enabling multiple robots to collaborate effectively in shared spaces has been a significant hurdle. Auki Labs is addressing this issue through the development of the posemesh, a shared spatial map that enhances how robots perceive and interact with their environment. Currently, most spatial maps lack contextual information, providing only geometric data without meaningful object labels. This limitation forces robots to rely on computationally intensive processes for object recognition, which slows down decision-making and limits the scalability of autonomous systems. By introducing the posemesh, Auki Labs aims to streamline this process, allowing robots to operate more efficiently with reduced computational demands. The Unitree G1 and Go2-W robots are at the forefront of this innovation, serving as ideal platforms for deploying the posemesh. With their advanced sensors and mobility, these robots can navigate pre-built spatial maps effectively. The posemesh facilitates a shared understanding among robots, enabling them to coordinate movements and allocate tasks without the need for each robot to independently process its environment. This collaborative approach not only enhances efficiency but also minimizes redundancy, ultimately leading to improved robot-to-robot communication and more scalable systems across various industries. Auki Labs envisions a future where robots can adapt to environments in real-time, overcoming computational bottlenecks and working together seamlessly. By investing in the posemesh and advanced robotic platforms, the company is pioneering a smarter approach to robotics and AI. This initiative is crucial for the widespread adoption of robots in mixed or hybrid environments, as it unlocks the potential for collaborative fleets that are greater than the sum of their parts. As Auki Labs continues to innovate, the promise of a more interconnected and efficient robotic future becomes increasingly tangible.

io.net, a prominent player in the decentralized physical infrastructure network (DePIN) for GPUs, has recently joined the Dell Technologies Partner Program. This strategic alliance is designed to enhance io.net's business development, sales, and marketing efforts. As an authorized partner and cloud service provider, io.net aims to integrate its decentralized GPU network with Dell's robust infrastructure, providing scalable and cost-effective solutions tailored for emerging technologies such as artificial intelligence (AI), machine learning (ML), and high-performance computing (HPC). Tausif Ahmed, VP of Business Development at io.net, emphasized that this partnership marks a significant milestone for the company, positioning it as a leading solution provider in the AI, ML, and HPC sectors. The Dell Technologies Partner Program is an international initiative that equips partners with essential business development, sales, and marketing resources. By joining this program, io.net gains access to a wealth of resources that will facilitate the expansion of its decentralized GPU network and enhance its market capabilities. This collaboration not only allows io.net to strategize with other partners but also extends its global reach, enabling the deployment of solutions that seamlessly integrate decentralized GPU power with Dell's reliable hardware infrastructure. The partnership is expected to bolster io.net's go-to-market efforts and co-marketing activities, ultimately benefiting enterprise customers seeking advanced computing solutions. As the demand for scalable and efficient compute services continues to rise in the AI and ML industries, io.net's decentralized network offers a compelling alternative to traditional cloud service providers. By providing on-demand GPU clusters that can be deployed rapidly and at a lower cost, io.net addresses the bottlenecks faced by organizations in AI development. The partnership with Dell is set to democratize access to decentralized compute solutions, particularly for enterprises engaged in AI training, inference, and HPC use cases. With Dell's global presence and trusted reputation, io.net is well-positioned to accelerate the adoption of these innovative solutions across various industries.

In the rapidly evolving landscape of blockchain technology, Lit Protocol is making significant strides in enhancing cryptographic capabilities to bridge the gap between fragmented networks and platforms. As a decentralized key management and private compute network, Lit Protocol provides developers with essential tools to securely manage secrets and build autonomous applications. With foundational support for cryptographic primitives such as BLS and ECDSA signatures, developers have leveraged Lit to create innovative applications that facilitate seamless interactions between web2 and web3 environments. This year has seen remarkable growth in areas like AI agents, chain abstraction, user wallets, and verifiable web data, showcasing the potential of Lit’s infrastructure. Looking ahead to 2025, Lit Protocol plans to expand its cryptographic offerings by introducing additional signature schemes and curves to enhance interoperability across various ecosystems. Key improvements include performance enhancements for ECDSA signing, support for NIST curves like P-256 and P-384, and the integration of Schnorr/EdDSA signatures through the FROST protocol. These advancements will enable developers to build more secure and efficient applications while ensuring compatibility with a diverse range of blockchain ecosystems. Furthermore, the introduction of Fully Homomorphic Encryption (FHE) keys will allow computations on encrypted data, preserving privacy while enabling advanced analytics and secure data sharing. The achievements of Lit Protocol in 2024 reflect the dedication of its developer community, with over 24 million cryptographic requests fulfilled and more than 1 million keys created. Notable partnerships with organizations like Fox, Genius, and Emblem Vault highlight the versatility of Lit Protocol in various applications, from decentralized finance to programmable data management. As Lit continues to innovate and expand its capabilities, it remains committed to providing developers with the best tools to create secure, decentralized, and autonomous applications, ultimately unifying the fragmented digital landscape we navigate today.

Solana has launched Decentralized Physical Infrastructure Networks (DePIN) Compute, a groundbreaking decentralized system designed to address the surging demand for computing power driven by the rapid expansion of artificial intelligence (AI). Traditional computing systems are struggling to meet this demand, but DePIN offers a novel solution by leveraging underutilized resources, akin to how Airbnb allows homeowners to share their vacant properties. This innovative approach enables users to monetize their idle GPUs, making them available for developers, researchers, and startups in need of computational resources. The functionality of DePIN Compute is straightforward: users can rent out their unused GPU power, creating a new income stream while optimizing resource utilization. This decentralized model is particularly beneficial for smaller developers and researchers who often find high-performance computing platforms financially prohibitive. By utilizing blockchain technology, DePIN Compute ensures a fast, cost-effective, and scalable method for sharing computing resources, ultimately democratizing access to advanced technology. The significance of DePIN Compute is underscored by recent investments, notably VanEck's commitment of over $10 million to the project, reflecting strong confidence in its potential. VanEck's prior backing of Solana has already contributed to a positive market response, including the filing for the first SOL-based Exchange Traded Fund (ETF) in the United States. As AI continues to evolve, initiatives like DePIN Compute are set to revolutionize how computing power is accessed and utilized, fostering innovation and enabling a broader range of individuals and organizations to benefit from cutting-edge technology.

In the evolving landscape of the internet, concerns about data privacy are at an all-time high. A recent MAGNA/Ketch survey revealed that only 5% of individuals feel completely secure regarding how companies collect and utilize their personal information. As we transition into Web3, a new paradigm is emerging that empowers users to regain control over their data. By leveraging blockchain technology alongside Privacy-Enhancing Technologies (PETs), Web3 not only enhances data security but also redefines the standards for privacy and transparency in data management. Decentralization is a key principle that enhances data privacy in Web3. Traditional methods of securing data often involve centralizing it in one location, which can create a single point of failure for malicious actors. In contrast, decentralized systems distribute data across multiple locations, making it significantly harder for attackers to exploit. Blockchain technology plays a crucial role in this transformation by providing a transparent and immutable record of transactions while ensuring that sensitive information remains protected off-chain. This dual approach fosters a more trustworthy environment for users, allowing them to verify data management practices without compromising their privacy. Web3 technologies also pave the way for innovative solutions that allow users to monetize their data while maintaining control over its usage. By utilizing smart contracts, individuals can establish clear rules regarding who can access their data and under what circumstances. This shift from being mere users to becoming data owners marks a significant change in the digital economy. With tools like iExec's Privacy Pass, users can earn tokens while keeping their personal information confidential. Ultimately, Web3 is not just about enhancing data privacy; it is about empowering individuals to reclaim ownership of their data and benefit from its value in a secure and transparent manner.

In a significant move for the decentralized AI ecosystem, io.net has announced a partnership with Zerebro, a creative autonomous AI agent, to enhance Ethereum Validator operations. This collaboration will enable Zerebro to utilize io.net's scalable and geo-distributed GPU network, thereby boosting its computational power for Ethereum validation. The partnership aligns with io.net's mission to provide affordable and scalable GPU resources to AI startups, ensuring reliability and scalability in their operations. This initiative marks a pivotal step in integrating decentralized compute resources into the burgeoning field of AI and blockchain technology. Zerebro's Co-Founder, Agustin Cortes, emphasized the importance of this partnership, stating that access to decentralized GPU services will empower users to explore innovative AI applications and complex decentralized applications (DApps). He remarked, "Zerebro is at the forefront of bridging the AI and crypto future," highlighting the commitment to decentralization while fostering innovation. The collaboration is expected to facilitate the development of creative and scalable applications, allowing developers to harness the potential of decentralized compute networks for a variety of on-chain tasks. As Zerebro continues to develop its open-source framework, Zerepy, the focus on securing the Ethereum blockchain through Validator operations is paramount. The partnership with io.net not only aims to enhance Zerebro's core functionalities but also to create a sustainable future for autonomous AI agents. By leveraging io.net's GPU clusters, Zerebro can sustain operations and explore innovations such as large language models on decentralized networks. This collaboration signifies a promising future for the integration of AI and blockchain, fostering an environment that is both autonomous and decentralized, ultimately revolutionizing the landscape of AI agents in the web3 infrastructure.

In a significant development for the AI landscape, io.net, a leader in decentralized physical infrastructure, has partnered with Mira Network, renowned for its trust-less AI output verification. This collaboration aims to enhance the speed, reliability, and scalability of AI validation by leveraging a decentralized network of GPUs. The partnership seeks to address the prevalent issues of inaccuracy and scalability that have hindered the broader adoption of AI technologies across various industries. By utilizing advanced AI verification techniques, the combined efforts of io.net and Mira aim to reduce error rates significantly, with goals to lower first-pass errors to under 5% and ultimately achieve less than 0.1% error rates in AI validation. As Mira Network integrates into io.net's expansive decentralized GPU infrastructure, it gains access to a global pool of computational power. This integration not only accelerates the validation process but also enhances operational efficiency, enabling Mira to scale its verification processes to meet the increasing demands of AI applications. Tausif Ahmed, Chief Business Development Officer at io.net, emphasized the importance of this partnership, stating that reliable, consistent, and unbiased insights are crucial for AI to realize its full potential. The collaboration is set to redefine accuracy in AI, showcasing the transformative power of decentralized computing. Furthermore, the partnership supports Mira's Node Delegator Program, which invites individuals and organizations to contribute their GPU resources for AI verification operations. Participants in this program will be rewarded for their contributions, promoting a decentralized and democratized approach to AI validation. Stone Gettings, head of growth at Mira Network, noted that this integration will accelerate AI adoption, highlighting that reliability and trust are essential for the future of AI. As the demand for dependable and scalable validation systems rises, this collaboration between io.net and Mira Network promises to make a lasting impact on the AI ecosystem.

Network3, a pioneering technology platform, has made significant strides in the realm of AI Layer2 solutions, enabling developers globally to efficiently infer, train, and validate models. Recent analysis by Depinscan, an extensive DePIN intelligence platform powered by IoTex, has revealed that Network3 miners have achieved a remarkable milestone with a payback period of just 71 days. This achievement positions Network3 at the forefront of the industry in terms of both payback period and daily revenue, underscoring its investment potential. A shorter payback period is crucial for investors as it indicates a quicker return on investment, making Network3 an attractive option for those looking to capitalize on emerging technologies. The success of Network3 can be attributed to its robust infrastructural network, which boasts over 555,000 nodes and has delivered 2 Petabytes of network service across more than 185 countries. This extensive reach has resulted in 97,000 active sessions daily and monthly revenues exceeding $100,000. By supporting the evolution of AI, Network3 empowers developers with tools for model optimization, federated learning, edge computing, and confidential computing. This dual focus on enhancing decentralized node efficiency while providing essential services for AI development positions Network3 as a leader in both technology and market viability. In addition to its technological advancements, Network3 has successfully secured $5.5 million in seed funding from prominent investors, including Borderless, EV3 Labs, and the IoTeX Eco Fund. With a growing community of over 252,000 followers on X, the platform is set to gain even more traction. As it continues to demonstrate its value in making AI more beneficial and efficient, Network3 is poised for rapid growth and increased investor interest in the future.

In the evolving landscape of Web3, data ownership has emerged as a critical concern for developers and users alike. As decentralized applications (dApps) gain traction, questions surrounding who can access user data, how it is utilized, and whether users can reclaim control after sharing become paramount. The promise of Web3 is to empower users with control over their personal information, necessitating a shift in how developers approach data security and governance. iExec offers a suite of solutions designed to address these challenges, ensuring that users retain full control over their data even after it has been shared. Developers face several key challenges regarding data ownership, including security, control, and trust. Users often hesitate to engage with dApps due to concerns about unauthorized access to their data. iExec's tools, such as DataProtector, provide robust encryption for both data storage and sharing, allowing users to encrypt files before sharing them on decentralized platforms. Additionally, iExec's on-chain data tokenization system enables users to transform their information into digital assets, granting them the ability to grant or revoke access as needed. This ensures that users can share sensitive information, like medical records, while maintaining control over who can access it and for how long. Moreover, iExec's privacy-enhancing tools, such as Privacy Pass, empower Web3 users to monetize their personal data without sacrificing ownership or privacy. By allowing users to participate in targeted marketing campaigns while keeping their personal information confidential, iExec facilitates a secure environment for data monetization. The combination of blockchain technology and Trusted Execution Environments (TEEs) ensures that sensitive data remains protected during processing, allowing third-party applications to interact with encrypted datasets without ever accessing raw information. As developers navigate the complexities of data ownership in Web3, iExec provides the necessary tools to build trust and empower users in the decentralized ecosystem.

The artificial intelligence (AI) sector is experiencing rapid growth, yet many companies still rely on centralized services like Amazon Web Services (AWS) for their cloud computing needs. This reliance can lead to high costs and potential outages. Wes Levitt, head of strategy at Theta Labs, argues that decentralized cloud computing offers a solution to these challenges. In a recent episode of The Agenda podcast, Levitt discussed how decentralization not only reduces costs but also enhances reliability and flexibility for users. He emphasized that by moving away from a few centralized points of failure, Theta Labs aims to democratize access to computing power, particularly in the AI and academic sectors. Theta Labs is the driving force behind the Theta Network, which positions itself as a decentralized cloud solution for AI, media, and entertainment. Levitt noted that while the company initially focused on media, it has seen a significant increase in AI-related clients, especially from academic institutions. He highlighted partnerships with top Korean universities and the University of Oregon, explaining that decentralized cloud services provide a cost-effective alternative for organizations that cannot afford AWS. This flexibility is crucial for academic institutions, which often need to scale their computing resources rapidly for research projects before conferences and then scale back down afterward. The decentralized AI niche has seen remarkable growth, with the market capitalization of AI and big data crypto projects skyrocketing from $16.17 billion in December 2023 to over $70 billion by December 2024. Despite this surge, Levitt clarified that the goal of Theta Network is not to eliminate AWS or other centralized cloud providers. He acknowledged that there will always be use cases for centralization, particularly for specific applications requiring focused resources. However, he remains optimistic about the potential for decentralized AI to compete with centralized solutions in the future, suggesting that as demand for decentralized services grows, they could become equally significant in the tech landscape.