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New Study Reveals Data Management Is a Top Challenge in the AI Revolution

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Global Survey of More Than 1,500 AI Decision-Makers Finds Organizations That Have Their Data Infrastructure “Houses In Order” Will Be Future AI Leaders

CAMPBELL, Calif., Aug. 16, 2023 /PRNewswire/ — According to a new global study conducted by S&P Global Market Intelligence and commissioned by WEKA, the adoption of artificial intelligence (AI) by enterprises and research organizations seeking to create new value propositions is accelerating, but data infrastructure and AI sustainability challenges present barriers to implementing it successfully at scale. These challenges have been exacerbated by the rapid onset of generative AI that has defined the evolution of the AI market in 2023.

These findings were published today as part of S&P Global’s new 2023 Global Trends in AI report. The research findings are based on a sweeping global survey conducted by S&P Global of more than 1,500 AI practitioners and decision-makers at medium to large enterprise and research organizations across APAC, EMEA and North America – one of the largest of its kind to date.

The study identifies the opportunities and obstacles organizations have encountered in their AI journeys, the unique motivators and value drivers spurring global AI adoption across industries, and provides insights into what steps organizations will need to take to succeed with AI in the future. 

“The meteoric rise of data and performance-intensive workloads like generative AI is forcing a complete rethink of how data is stored, managed and processed. Organizations everywhere now have to build and scale their data architectures with this in mind over the long term,” said Nick Patience, senior research analyst at 451 Research, part of S&P Global Market Intelligence. “Although it is still the early days of the AI revolution, one of the overarching takeaways from our 2023 Global Trends in AI study is that data infrastructure will be a deciding factor in which organizations emerge as AI leaders.1 Having a modern data stack that efficiently and sustainably supports AI workloads and hybrid cloud deployments is critical to achieving enterprise scale and value creation.”

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Key findings from the study include:

AI Adoption and Use Cases Are Accelerating, But Enterprise-Scale Still Remains Elusive

  • 69% of survey respondents reported having at least one AI project in production.
  • Only 28% say they have reached enterprise scale, with AI projects being widely implemented and driving significant business value.
  • AI has shifted from simply being a cost-saving lever to a revenue driver, with 69% of respondents now using AI/ML to create new revenue streams.

Data Management Is the Top Technical Inhibitor to AI Adoption

  • The most frequently cited technological inhibitor to AI/ML deployments is data management (32%), outweighing challenges for security (26%) and compute performance (20%), evidence that many organizations’ current data architectures are unfit to support the AI revolution.

Enterprise AI Use Cases Are Shifting From Cost-Savings to Topline Growth

  • 69% of respondents cited that their AI/ML projects focus on developing new revenue drivers and value creation versus 31% still being cost reduction-focused.

As AI Initiatives Mature, a Hybrid Approach and Multiple Deployment Locations Are Needed to Support Workload Demands

  • AI/ML workloads are being deployed in a variety of locations, from the public cloud to enterprise data centers and, increasingly, edge sites. Respondents running AI in production leverage more deployment locations on average (3.2 for training, 2.5 for inference) than those in pilots and proof-of-concept phases (2.9, 2.3 ).
  • The public cloud is the primary deployment location for training AI/ML models (47%) and inferencing (44%).
  • Those who leverage the public cloud to run AI/ML are more likely to leverage a hybrid approach incorporating more locations for both training (4.2, on average) and inference (3.2), as opposed to those who do not use the public cloud (2.2, 1.9).

AI’s Energy and Carbon Footprint Are Straining Corporate Sustainability Goals, But The Cloud Presents a Path to Improvement

  • 68% of respondents indicated they were concerned with the impact AI/ML had on their organization’s energy use and carbon footprint
  • 74% of respondents said sustainability is an important or critical motivator for moving more workloads to the public cloud.

Aging Data Infrastructures and Legacy Architectures Directly Impact AI’s Sustainability Performance 

  • 77% of respondents said their data architectures directly impact their sustainability performance.  

Organizations Must Get Their Data and Infrastructure ‘Houses in Order’ to Lead with AI

  • Companies leveraging a modern data architecture to overcome significant data challenges (sources, types, requirements etc.) can accommodate AI workloads operating across multiple infrastructure venues.

“This expansive study from S&P Global validates what WEKA has heard repeatedly from our customers: traditional data infrastructures are having a direct, negative impact on their ability to use AI efficiently and sustainably at scale because they weren’t developed with modern performance-intensive workloads or hybrid cloud and edge modalities in mind,” said Liran Zvibel, cofounder and CEO at WEKA. “Just as you wouldn’t expect to use battery technologies developed in the 1990s to power a state-of-the-art electric vehicle, like a Tesla, you can’t expect data management approaches designed for last century’s data challenges to support next-generation applications like generative AI. Organizations that build a modern data stack designed to support the needs of AI workloads that seamlessly span from edge to core to cloud will emerge as the leaders and disruptors of the future.”

To learn more about S&P Global Market Intelligence 2023 Global Trends in AI study, visit www.weka.io/trends-in-AI to read the full report, or register to join WEKA and S&P Global Market Intelligence for a free webinar on September 26th, 2023: www.weka.io/lp/how-to-accelerate-your-ai-ml-journey.

Research Methodology 
The findings in S&P Global Market Intelligence’s 2023 Global Trends in AI report draw from a survey fielded in Q2 2023 of 1,516 AI/ML decision makers/influencers in companies with over 250 employees and more than $10M in annual revenue. The study prioritized respondents with AI/ML projects in pilots and production environments across the following industries: aerospace & defense, automotive, higher education, finance, energy/oil & gas, government, healthcare, information technology, life sciences, manufacturing, media & entertainment, and telecommunications. The report also draws on contextual knowledge of additional research conducted by S&P Global.

About WEKA 
WEKA is leading a paradigm shift in how data is stored, processed, and managed in the cloud and AI era. The WEKA® Data Platform is a software solution that transforms stagnant data silos into dynamic data pipelines that power GPUs efficiently and fuel performance-intensive workloads seamlessly and sustainably. Its advanced cloud-native architecture is optimized to solve complex data challenges at scale, delivering 10-100x performance improvements across edge, core, cloud, hybrid and multicloud environments. WEKA helps the world’s leading data-driven organizations accelerate research and discovery breakthroughs and business outcomes – including eight of the Fortune 50. We operate in over 20 countries globally and are backed by dozens of world-class investors. Learn more at www.weka.io, or connect with us on LinkedIn, Twitter, and Facebook.

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WEKA and the WEKA logo are registered trademarks of WekaIO, Inc. Other trade names used herein may be trademarks of their respective owners.


1 Source: S&P Global Market Intelligence, 2023 Global Trends in AI Report, August, 2023
https://www.weka.io/trends-in-ai/

WEKA

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Blockchain Press Releases

MEXC Report: Memecoins Made Almost 50% of New Token Listings In February

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VICTORIA, Seychelles, March 13, 2025 /PRNewswire/ — MEXC, the leading global cryptocurrency exchange, has released token listing and trading data for January and February, highlighting strong market demand for new tokens, particularly memecoins, despite overall market volatility and downturn.

Key Takeaways:

  • Meme coins accounted for 50% of all new tokens listed in January and February.
  • Seven out of the top 10 tokens by trading volume were launched in February, highlighting continuous demand for promising listings despite market volatility.
  • The average peak increase for new tokens jumped from 388% in January to 660% in February, with TST surging by 4,792% and ELONSOL rising by 1,128%.
  • Four of the five best-performing tokens — TST, ELONSOL, MELANIA, and CAR — were linked to public figures, driven by the power of social trends.
  • TRUMP accounted for over 45% of the total trading volume for new tokens.

The report covers 451 new tokens listed on MEXC between January and February, with memecoins accounting for approximately 50% (245 tokens). This trend reflects the growing investor appetite for community-driven and viral digital assets.

The findings reflect the growing investor appetite for community-driven assets. Among the top 10 new tokens by trading volume, seven were launched in February, demonstrating sustained demand for high-profile listings despite a more subdued overall market trend in January.

February outperformed January in terms of average peak increases for new tokens, with the figure climbing from 388% to 660%. TST led the surge, reaching a staggering 4,792% increase, with ELONSOL following at 1,128%. The top 10 new tokens by trading volume recorded an average peak increase of 756%, underscoring the high level of trader interest and market activity.

Celebrity and politically themed memecoins demonstrated significant price surges, with four of the top five best-performing tokens — TST, ELONSOL, MELANIA, and CAR — linked to public figures. The top three memecoins (TST, ELONSOL, and MELANIA) recorded an average peak increase of 2,338%, compared to 640% for the top three non-meme tokens (BSX, J, and RIZ).

The TRUMP token was a dominant force in the market, accounting for over 45% of the total trading volume for new tokens. It attracted significant market liquidity and investor interest, strengthening its position as a top-performing asset.

MEXC’s latest data highlights the continued demand for trendy tokens and social trends, with meme coins driving trading activity. The dominance of meme coins in listings and their record-breaking price surges highlight MEXC’s position as a leading exchange for discovering and trading early digital assets. As the exchange remains committed to supporting innovations and trends, its deep liquidity and diverse listings offer traders unique opportunities in the fast-moving digital asset space.

For more details, please visit link.

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About MEXC

Founded in 2018, MEXC is committed to being “Your Easiest Way to Crypto”. Serving over 34 million users across 170+ countries, MEXC is known for its broad selection of trending tokens, frequent airdrop opportunities, and low trading fees. Our user-friendly platform is designed to support both new traders and experienced investors, offering secure and efficient access to digital assets. MEXC prioritizes simplicity and innovation, making crypto trading more accessible and rewarding.

For more information, visit: MEXC WebsiteXTelegramHow to Sign Up on MEXC

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Blockchain Press Releases

HTX Ventures: DeepSeek Triggers AI’s “iPhone Moment”, Accelerating AI Agents into Real Crypto Use

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SINGAPORE, March 13, 2025 /PRNewswire/ — HTX Ventures recently released its latest research report, titled “DeepSeek Ignites AI’s ‘iPhone Moment’ as Agent Tokens Integrate into Real-World Crypto.” The report explores how DeepSeek’s use of pure reinforcement learning (RL) is transforming AI’s role in the crypto industry by boosting AI capabilities and cutting costs.

DeepSeek’s Emergence: AI-Powered Innovation Triggers Industry Transformation

In Q4 2024, the market saw a surge in top-tier AI Agents projects backed by Launchpads, driving a wave of asset issuance and quickly attracting capital and users. However, as the ICO rush began to subside, the hype in the AI Agents space had run its course. The market now urgently needed a catalyst to reignite growth.

DeepSeek’s breakthrough technology leverages pure reinforcement learning (RL) to enhance AI’s reasoning capabilities while significantly reducing costs. This advancement positions AI as a more effective partner for real-world applications, transforming the AI Agent sector. This progress could breathe new life into the Agent field and reshape the industry landscape.

The research report heralds DeepSeek’s debut as the “iPhone Moment” of the AI sector. Much like how the iPhone revolutionized the smartphone market, DeepSeek’s innovative technology is poised to lead a new era of crypto-tech development over the next few years.

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The Unique Value and Accelerating Growth of AI Agents

The AI Agents ecosystem consists of four main sectors:

  • AI Agent Frameworks: These serve as the core infrastructure for the AI Agents ecosystem, lowering development barriers and accelerating AI’s application. The Eliza project stands out with its technical innovations and sustainable business model.
  • AI launchpads serve as hybrid incubators and trading platforms in the crypto space, lowering entry barriers for AI Agent projects and accelerating their launch, funding, and promotion.
  • AI Agent meme coins, which blend AI and meme narratives, have strong potential to go viral, making them effective tools for rapid capital accumulation. Examples include BULLY from the Virtual ecosystem and TAOCAT and LLM from the Bittensor ecosystem.
  • AI Agent applications focus on the implementation and commercialization of the technology in real-world scenarios, covering areas such as automated trading, asset management, market analysis, and cross-chain interaction. Representative projects are GRIFFAIN, NEUR, and BUZZ. AI Agent applications are expected to become the most promising segment in the sector.

The report emphasizes that deep expertise and resilience are vital for the success of AI Agent teams. Teams like Virtual, SEKOIA, ai16z, and Swarm have proven this through their perseverance and dedication. Additionally, product usability is a critical factor in driving user adoption and widespread acceptance in the crypto market.

2025: The Maturation of Crypto Combining with Agents, Where Revenue and User Adoption Drive Value

As the AI Agents market matures, it’s transitioning from a narrative-driven phase to one where value is based on data and revenue. The success of AI Agent projects will no longer be dictated by hype or the founding team’s pedigree but by their ability to achieve sustainable profitability and address real user needs through innovation.

Directions that deserve future attention:

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  • Multi-Agent Systems and DeFAI (Decentralized Finance + AI): These sectors showcase AI’s tremendous potential for complex decision-making and financial automation, signaling long-term growth.
  • Core Framework Updates: It’s essential to monitor the ongoing evolution of critical frameworks like Eliza and ARC, as their upgrades could create entirely new applications and business models.
  • New Infrastructure Projects: AI models, data layers, and computing infrastructure tailored for the crypto ecosystem will be foundational to supporting the next-gen AI Agent ecosystem.

As a leading investment institution, HTX Ventures has consistently aligned its strategy with market trends. From backing DeepSeek to supporting AI Agents tokens, HTX Ventures sees tremendous potential in the synergy between AI and blockchain technologies, investing and positioning itself for the next wave of innovation. As AI and crypto technology converge, more opportunities and challenges knock. HTX Ventures is committed to driving further technical advancements, helping shape the future of the industry.

Read the full report here:https://square.htx.com/wp-content/uploads/2025/03/deepseek-triggers-ais-iphone-moment-accelerating-ai-agents-into-real-crypto-use.pdf

About HTX Ventures

HTX Ventures is the global investment arm of HTX, integrating investment, incubation, and research to identify and discover the best and most innovative projects in the market. Visit us here.

Feel free to contact us for investment and collaboration at [email protected]

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Blockchain Press Releases

DeriW Testnet Launch Sets New Standards in Decentralized Derivatives Trading

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HONG KONG, March 13, 2025 /PRNewswire/ — DeriW, the world’s first zero-gas-fee decentralized perpetual exchange operated by CoinW, has officially launched its public testnet, marking a pivotal step toward a new era of DeFi derivatives trading. This testnet isn’t a generic trial run – it’s a full-featured preview of DeriW’s high-performance, user-centric platform, designed to demonstrate concrete improvements in usability, speed, and security. Early users and developers can now experience lightning-fast trades, up to 100x leverage, and robust security measures in a realistic environment as DeriW prepares to challenge industry incumbents.

A Closer Look at the Testnet: Usability, Performance & Security

DeriW’s testnet is engineered to feel like a production-ready exchange. Usability is key: traders can quickly connect their self-custody wallets and begin trading cryptocurrencies like Bitcoin and Ethereum with up to 100x leverage and a low 0.02% transaction fee. The platform offers multiple order types (market, limit, take-profit, stop-loss) and a diverse selection of tokens, from major assets to emerging projects. With its zero gas fee model, DeriW eliminates blockchain transaction costs, enabling rapid order placement and frictionless trading—comparable to centralized exchanges.

On the performance front, the DeriW testnet showcases the platform’s cutting-edge infrastructure. Built on the Arbitrum Orbit Layer 3 network (DeriW Chain), it leverages optimistic rollup technology and a custom WASM/Geth-based architecture. In practical terms, this translates to extremely high throughput and low latency. With a capacity of up to 80,000 transactions per second, testnet traders can execute orders smoothly with minimal latency, ensuring the platform stays responsive even during intense trading activity.

Security measures are woven deeply into the testnet’s design, reflecting DeriW’s priority on protecting users. By building on Arbitrum’s L3, DeriW inherits Ethereum’s battle-tested security properties and decentralization while adding its own enhancements. All trades and collateral remain on-chain under users’ self-custody, eliminating the custodial risks found in centralized exchanges. To further harden the platform, DeriW launched a comprehensive bug bounty program in tandem with the testnet. Security researchers and users are incentivized with bounties ranging from 100 to 100,000 $DER tokens for identifying vulnerabilities. Additionally, the testnet operates with a closed-fund liquidity mechanism and an automatic risk recalibration system that ensure stability even under extreme market conditions. These concrete measures give testnet participants confidence that the platform’s performance comes without compromising safety.

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How DeriW Stacks Up

In an increasingly competitive DeFi derivatives arena, DeriW’s testnet is already demonstrating unique advantages over other leading platforms’ test networks:

  • Gas Fees & Trading Costs: DeriW distinguishes itself with its zero gas fee model. Every trade on DeriW’s testnet is executed without on-chain transaction fees, which is a stark contrast to many competitors. DeriW’s approach of truly on-chain, gas-free trading gives it an edge in user experience – traders get the convenience of a CEX-like feel without sacrificing on-chain transparency.
  • Performance Throughput: When it comes to raw speed, DeriW sets a high bar, delivering up to ~80,000 TPS—exceptional among decentralized exchanges. In comparison, some newer standalone-chain DEXs offer around 10,000 TPS—better than legacy Ethereum-based platforms but only an eighth of DeriW’s capability. This firmly places DeriW among elite, next-generation exchanges that support high-frequency trading at scale. Notably, DeriW achieves this impressive throughput while remaining fully EVM-compatible and secured by Ethereum, powered by the Arbitrum Orbit framework—a key differentiator validated by real user conditions on its testnet.
  • Leverage and Trading Features: High leverage is a hallmark of derivative exchanges, and DeriW doesn’t disappoint. It offers up to 100x leverage on major trading pairs, which is higher than most decentralized competitors. By providing 100x, DeriW is catering to a segment of traders who seek higher risk-reward profiles, similar to offerings on some centralized futures exchanges. Importantly, DeriW couples this with advanced order types (stop-loss, take-profit, etc.) on the testnet, ensuring traders have tools to manage the risk that comes with high leverage. This combination of flexibility and control is critical – and DeriW is showing that even in a testnet environment, users can practice sophisticated trading strategies that rival those on established platforms.
  • Liquidity Model & Price Execution: Perhaps the most innovative aspect differentiating DeriW is its Pendulum AMM liquidity pool. Unlike traditional order books or static AMMs with oracles, DeriW’s pool dynamically adjusts liquidity based on traders’ positions. This “pendulum” approach optimizes asset utilization in real-time, supporting volumes beyond initial capital, reducing slippage, and providing deeper liquidity. While orderbook-based DEXs rely on market makers—vulnerable to slippage during volatility—DeriW’s closed-fund model and automatic risk recalibration ensure solvency and stability, combining order-book depth with AMM efficiency.
  • Security and Decentralization: All leading DeFi derivatives platforms prioritize security but use different approaches. Some rely on decentralized validators, others utilize their own consensus mechanisms with federated validators, and another inherits security from Arbitrum Layer 2. DeriW leverages Ethereum’s robust security via Arbitrum’s rollup, enhanced by its unique UBPK (Unstolen Browser Private Key) mechanism that ensures private keys remain securely stored within user browsers.

Benchmarks and Performance Metrics in Context

Thanks to Arbitrum Orbit’s efficient consensus and block production, DeriW’s block time is expected to be on the order of a second or less, which is similar to other DEXs 0.2s block time advantage. Achieving near-instant finality is crucial for traders who might otherwise worry about timing and MEV (Maximal Extractable Value) issues. Although detailed latency stats are still being gathered, the user experience goal is clear: make on-chain trading on DeriW feel as immediate as trading on a centralized platform.

Another important metric is uptime and reliability during the test. The DeriW team is closely monitoring system uptime and recovery from any crashes or network issues. A robust exchange must handle network spikes, degraded conditions, or attacks without downtime. By publishing these performance metrics and comparing them with industry standards, DeriW intends to demonstrate transparently where it stands. So far, the absence of gas fees and high throughput capacity on testnet have enabled continuous trading even when simulating thousands of concurrent users – something that might clog less scalable testnets. The platform is also tracking how its automatic risk controls (like the pendulum mechanism) perform quantitatively: e.g., maintaining targeted liquidity levels, keeping slippage near zero, and ensuring the funding rates and PnL (profit and loss) for liquidity providers stay within expected bounds. These technical benchmarks, once validated on testnet, will serve as proof points that DeriW can handle real-world volumes and stress when it goes live.

Expected Outcomes & Next Steps Before Mainnet Launch

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The testnet phase is not just a demo for DeriW – it’s a critical period for learning and refining. The main goals include collecting user feedback on the trading interface and features, uncovering any bugs or security vulnerabilities, and optimizing the platform’s performance under realistic conditions.

DeriW is actively analyzing user interactions with its new liquidity model (including preferred leverage levels, popular trading pairs, and responses to zero fees) to refine fee structures and risk management. Incentive initiatives, such as the Supernova event, serve both as promotional tools and practical stress tests to ensure the platform performs reliably under high trading volume.

Feedback collected through community channels will directly guide improvements, prioritizing user-identified issues in ongoing development sprints. By Q2 2025, DeriW plans to transition from testnet to mainnet alongside the $DER Token Generation Event (TGE), officially launching its economic and governance models. Prior to mainnet launch, the team will thoroughly fine-tune smart contracts, bolster infrastructure, and enhance the user interface based on insights gained from testnet users.

The roadmap beyond mainnet is ambitious: by Q3 2025, DeriW plans to introduce a professional-grade API for algorithmic traders and support custom trading pairs. By Q4 2025, the goal is to cultivate a global trading community and further improve the user experience through community-driven enhancements—all built upon the foundation established during the testnet.

Engaging the Community and Conclusion

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DeriW actively keeps the community engaged and informed with regular testnet updates, transparent performance metrics, and ongoing social media interaction. Early testnet adopters gain not only rewards but also valuable firsthand experience, positioning them advantageously for the mainnet launch. Backed by the seasoned CoinW exchange group, the meticulous approach to this testnet demonstrates readiness for prime time.

DeriW’s testnet isn’t just another generic launch—it’s a bold demonstration of innovation, combining proven DeFi strengths with fresh enhancements. By benchmarking against industry leaders, DeriW signals its ambition to lead in decentralized trading. The coming months will be critical, but current progress suggests DeriW is well-positioned to convert testnet success into a transformative mainnet launch. Stay tuned as DeriW moves from testnet to mainnet, carrying forward the insights and confidence gained during this trial by fire.

About DeriW  

DeriW is the first zero-gas-fee decentralized perpetual contract exchange, blending Ethereum’s security with Layer 3 scalability to deliver CEX-like efficiency in a decentralized framework. Operated by CoinW’s seasoned fintech team, it redefines trading with 80,000 TPS throughput, ensuring speed, transparency, and trustless execution.   

Website: www.deriw.com 
Twitter: @deriwfi 
Telegram: https://t.me/deriwfinance
Discord: https://discord.com/invite/deriwfinance 

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