Latest DePIN News

Somnia, described as "the dream computer for a fully on-chain world," has announced a strategic partnership with Ankr, a leading RPC node provider in the blockchain industry. This collaboration aims to enhance Somnia's ecosystem by providing developers with top-tier infrastructure, cost efficiencies, and innovative opportunities. The partnership is set to facilitate the on-chain integration of data, empowering developers with essential tools necessary for their success in the blockchain space. One of the standout features of this partnership is the provision of industry-leading RPC and subgraph services by Ankr, which will ensure that developers experience high performance and reliability while building on Somnia's blockchain. Additionally, Ankr is offering a generous free tier that allows developers to make up to 1 million free RPC calls per day. This initiative significantly reduces costs for developers, making Somnia an appealing platform for creating scalable decentralized applications. Furthermore, the two companies will collaborate on a hackathon aimed at fostering innovation within the Somnia ecosystem, inviting developers to explore the capabilities of Somnia's high-throughput blockchain. The partnership reflects a shared commitment between Somnia and Ankr to empower developers and expand the horizons of blockchain technology. By providing transparent and affordable pricing for developers, Ankr aligns with Somnia's philosophy of supporting builders in the decentralized application space. Together, they aspire to create a vibrant ecosystem where innovative dApps can thrive and reach a global audience, marking a significant step forward in the evolution of Web3 technology.

Large Language Models (LLMs) have become essential tools in natural language processing, capable of handling a variety of tasks. However, due to their broad training, they may not excel in specific applications without further adaptation. Fine-tuning techniques, such as Q-LoRA, allow researchers to tailor pre-trained models like Llama 3.2 11B for particular tasks, such as extractive question answering. This article outlines the process of fine-tuning Llama 3.2 11B using Q-LoRA on the SQuAD v2 dataset, showcasing the performance enhancements achieved through this method. LoRA, or Low-Rank Adaptation, is a technique that introduces new weights to an existing model without altering the original parameters. By adding adapter weights that adjust the outputs of certain layers, LoRA enables models to retain their pre-trained knowledge while acquiring new capabilities tailored to specific tasks. In this experiment, the focus is on fine-tuning Llama 3.2 11B for extractive question answering, aiming to extract precise text segments that answer user queries directly, rather than summarizing or rephrasing the content. The experiment was conducted on a Google Colab platform utilizing an A100 GPU, with the Hugging Face Transformers library facilitating the implementation. The results of the fine-tuning process were promising, demonstrating a significant boost in the model's performance on the validation set. The BERT score improved from 0.6469 to 0.7505, while the exact match score rose from 0.116 to 0.418. These enhancements indicate that the Q-LoRA technique effectively adapts the Llama 3.2 11B model for extractive question answering tasks. This article serves as a guide for researchers looking to apply similar methods to other models and tasks, highlighting the potential of fine-tuning in the realm of natural language processing.

Orchid (OXT) has recently witnessed a remarkable surge in trading activity, with its trading volume skyrocketing by an astonishing 2500% within just 24 hours. This surge in trading volume, which reached a cumulative total of $547.74 million, indicates a significant increase in demand for the cryptocurrency. Alongside this, OXT's price has also experienced a notable uptick, rising by 30% during the same period. The data from AMBCrypto and CoinMarketCap highlights that this surge is not just a fleeting moment but rather a reflection of growing investor interest and adoption of the Orchid platform. The increase in trading volume has been accompanied by a corresponding rise in Open Interest, which has surged to a new all-time high of $19 million, marking an increase of 253.88%. This combination of rising trading volume and Open Interest suggests that investors are actively opening new positions, predominantly leaning towards buying. The price of OXT has seen a significant upswing, climbing from a low of $0.0768 to a high of $0.1598, with current trading around $0.1297. The altcoin has also demonstrated impressive gains on both weekly and monthly charts, with increases of 43.15% and 75.15%, respectively. Moreover, the bullish sentiment surrounding OXT is further evidenced by a spike in outflow volume, which has reached a high of $7.1 million. This indicates that many investors are opting to move their assets into cold storage or private wallets, rather than keeping them on exchanges. Additionally, large holders have shown increased interest, with inflows hitting a year-high of 255.79 million OXT tokens. This suggests that significant accumulation is taking place among large investors. If the current trends continue, OXT could potentially face resistance around $0.17, while profit-taking by short-term holders could lead to a drop to $0.09.

In recent market activity, the Akash Network (AKT) has demonstrated a resilient bullish trend despite a broader market liquidation of $500 million within the last 24 hours. Over this period, the price of AKT has increased by 3.34%, indicating a strong upward momentum. The current price action suggests a potential breakout rally that could propel the token to new all-time highs. The daily chart reveals a falling wedge breakout, which has gained traction, and the formation of a bullish flag pattern indicates further upside potential for the Akash Network token. The recovery of the AKT price has been remarkable, surging 86.85% from a low of $2.11 to its current price of $3.95. This upward movement has successfully surpassed the 50% Fibonacci level at $3.52 and is now challenging the 61.80% Fibonacci level at approximately $3.9851, coinciding with a significant resistance zone near the psychological mark of $4.00. For the ongoing bullish rally to persist, it is crucial for the AKT price to break through this resistance zone. Technical indicators such as the EMA suggest a potential golden crossover, while the MACD indicates a possible bearish crossover, highlighting the need for cautious optimism. Looking ahead, the AKT price is forming a bullish engulfing candle, suggesting a continuation of the uptrend with a flag breakout. Key resistance levels to monitor include $4.00, $4.74, and $5.93, with a target of $7.87 that could signify a new all-time high for the Akash Network. However, should the price fail to maintain its bullish trajectory, a breakdown below the $3.5239 Fibonacci level could negate the current bullish momentum. Investors are keenly watching these developments as the AKT price approaches significant milestones.

The rise of decentralized physical infrastructure networks (DePIN) is becoming increasingly significant in the energy sector, with various tokens leading the charge. Notable players such as Filecoin (FIL), Theta Network (THETA), BitTorrent (BTT), MultiversX (EGLD), and AIOZ Network are at the forefront of this movement, showcasing their potential in decentralized data storage, content delivery, and blockchain-driven energy solutions. As the demand for decentralized energy data storage grows, these tokens are not only innovating but also presenting lucrative opportunities for investors and developers alike. Filecoin continues to establish itself as a leader in decentralized storage, particularly within the renewable energy data management space. As of the latest data from Coinmarketcap, Filecoin's price is $5.70, with a robust 24-hour trading volume of $721 million. The token experienced a slight increase of 1.43% yesterday, indicating a steady interest from the market. Similarly, Theta Network is gaining traction, demonstrating its critical role in addressing energy visualization needs, which is essential for optimizing energy consumption and distribution. Moreover, AIOZ Network is emerging as a key player with its focus on real-time energy monitoring through decentralized technology. This capability is vital for enhancing the efficiency of energy systems and ensuring better resource management. As these DePIN tokens continue to evolve, they are likely to play an increasingly important role in shaping the future of energy management and blockchain integration, making December a pivotal month for stakeholders in this innovative sector.

The Arkreen Foundation has introduced a structured token burn plan for its $AKRE token, aimed at ensuring long-term sustainability and enhancing the ecosystem's value. This initiative will see 80% of the service fees generated from on-chain utility revenue, paid in $AKRE tokens, being burned, while the remaining 20% will be allocated to fund the operational expenses of the foundation. Notably, a significant milestone is set for November 2024, when a one-time burn of 10,394,544 $AKRE tokens will occur, representing 80% of the total service fees collected by the end of October 2024. Following this, monthly burns will be implemented based on the previous month's service fee revenue, creating a continuous cycle of token reduction. The importance of the $AKRE token burn lies in its potential to permanently decrease the total supply of $AKRE tokens, thereby enhancing their value as a utility token. By aligning the burn plan with genuine on-chain green asset growth, Arkreen ensures that the utility of its token remains sustainable and reflective of the ecosystem's external value capture. This initiative is a critical step in Arkreen's mission to establish a decentralized renewable energy network and promote inclusive climate action, positioning $AKRE as a key player in the global push for carbon neutrality. As a utility token, $AKRE plays a vital role in facilitating transactions within Arkreen's ecosystem, including the issuance and trading of tokenized renewable energy certificates and green energy assets. The dual approach to value creation—supply-side and demand-side—ensures that as renewable energy activities increase, so does the intrinsic value of $AKRE. The foundation's commitment to burning tokens not only incentivizes climate-positive actions but also supports the economic sustainability of its decentralized green asset network. Stakeholders are encouraged to stay updated on the upcoming burn events and the ongoing developments within the Arkreen ecosystem.

In a significant development for the decentralized AI landscape, Stratos has announced a partnership with Cortensor, a leader in decentralized AI inference networks. This collaboration aims to enhance decentralized AI infrastructure by integrating Stratos' robust decentralized storage and streaming solutions into Cortensor's innovative AI ecosystem. The partnership is set to provide secure and scalable data storage, ensuring that both public and private AI workloads can operate seamlessly and reliably, thereby improving overall network performance. One of the key features of this partnership is the introduction of real-time inference streaming capabilities. Stratos' advanced video streaming APIs will enable Cortensor to deliver instantaneous AI inference outputs, facilitating dynamic applications and user-driven tasks. This enhancement is expected to optimize performance for AI workloads, as Stratos' high-throughput infrastructure will improve node-to-node communication, ensuring efficient data flow even in high-demand environments. This is a crucial step towards making advanced AI tools more accessible and cost-effective. Both companies share a vision for a decentralized AI future, with Cortensor's Proof of Inference (PoI) and Proof of Useful Work (PoUW) systems validating tasks and rewarding contributors for meaningful work. Stratos, with its decentralized infrastructure supporting Web3 and AI solutions, boasts over 900 active global storage nodes and a capacity of 21 PB. This partnership not only exemplifies their commitment to innovation but also aims to unlock new possibilities for businesses, developers, and community-driven miners, ultimately building a more inclusive and scalable AI ecosystem. Stay tuned for further updates as they continue to push the boundaries of decentralized AI solutions.

Hivemapper Network has announced a proposal to increase the price of map credits from $0.005 to $0.0075, effective January 1, 2025. This adjustment is part of a strategy to stabilize the price of map data for end customers while ensuring that the value accrued from customer spending benefits the Hivemapper Network. Map Credits, which are generated by burning HONEY, play a crucial role in this ecosystem, as developers must redeem them to access network data. The proposed increase aims to enhance the deflationary trajectory of HONEY by allowing a greater share of revenue to flow back into the network, thereby supporting its long-term sustainability. The Hivemapper Network operates on a Burn and Mint model, where map contributors earn HONEY for submitting data, while developers burn HONEY to access this data. This system is designed to balance supply and demand effectively. By raising the price of map credits, the network anticipates that developers will still find it viable to build value-added products, as the increased costs will be offset by the potential for higher profit margins. The leadership at Bee Maps, the first developer on the network, has expressed confidence that this price adjustment will not adversely affect network usage, indicating a manageable margin compression. Community engagement is encouraged as the proposal moves forward. Members of the Hivemapper community are invited to share their thoughts and feedback during a comment period from November 26 to December 2, 2024. The Hivemapper Foundation emphasizes the importance of collaboration in refining the network's design to achieve the goal of creating the world’s freshest map. This proposal reflects a commitment to both developer incentives and the overall health of the Hivemapper ecosystem.

In the rapidly evolving landscape of blockchain technology, DRIFE is making significant strides to simplify user onboarding through its integration of Sui's zkLogin technology. This innovative solution addresses the common complexities that often deter potential users from exploring blockchain's vast potential. By allowing riders and drivers to access DRIFE's decentralized ride-hailing services using familiar Web2 credentials, such as Google or Apple accounts, zkLogin bridges the gap between traditional online experiences and the innovative world of Web3. The zkLogin method utilizes zero-knowledge proofs (ZKPs) to provide a secure and user-friendly wallet authentication process. One of the most notable advantages of zkLogin is its elimination of the need for private keys or seed phrases, which are often a source of confusion and security risks for users. By simplifying wallet creation and enhancing security without the complexity of traditional systems, DRIFE empowers users to engage with blockchain technology effortlessly. This approach not only minimizes the risks of lost keys and phishing attacks but also encourages broader adoption of Web3 by making it accessible to non-technical users. With zkLogin, DRIFE is redefining the ride-hailing experience by ensuring that anyone can participate in its decentralized ecosystem, regardless of their familiarity with blockchain. Users can book and pay for rides securely while enjoying the benefits of transparency and fair payments. The integration of zkLogin represents a significant leap forward in making blockchain technology more approachable, allowing users to unlock its potential without the usual technical hurdles. As DRIFE continues to innovate, it sets a precedent for how blockchain can be seamlessly integrated into everyday services, paving the way for a more inclusive digital future.

Filecoin (FIL) has recently experienced a significant price surge, breaking past the long-standing resistance level of $4.83. This breakout is seen as a crucial technical advancement, as the altcoin had been trapped in a consolidation pattern for several months. Following this breakout, Filecoin's price reached $5.727, marking a 20.07% increase within just 48 hours. Analysts suggest that this rally is likely to continue, with the next key resistance level identified at $6.77, just 16% away from the current price. The growing confidence in Filecoin is further supported by data from Coinglass, which indicates that the OI-Weighted Funding Rate has been on an upward trajectory, reaching new local highs. This trend reflects an increasing bullish sentiment among market participants, as long-position holders are willing to pay a premium for their positions. The sustained positive Funding Rate suggests that investors are optimistic about Filecoin's near-term price movements, reinforcing the bullish outlook. Additionally, recent liquidation data highlights a substantial liquidation pool of 283.74K at the $6.262 price level, indicating strong market participation during the breakout. The Long/Short Ratio also shows a balanced distribution with a slight inclination towards long positions, suggesting that there is still room for further price increases before reaching excessive leverage levels. With the combination of rising Funding Rates, significant liquidation volumes, and a successful breach of the $4.83 resistance, the outlook for Filecoin's short-term price action appears increasingly bullish.