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网易游戏 Tmax 平台实践:基于 Fluid 的云原生 AI 大模型推理加速架构
AI前线· 2026-03-03 04:05
Core Insights - The article discusses the evolution of infrastructure in the gaming industry driven by the wave of AI, particularly focusing on how NetEase Games is leveraging large models to enhance user experience and operational efficiency [2][3]. Group 1: AI Integration in Gaming - NetEase Games has developed a comprehensive ecosystem with popular titles like "Fantasy Westward Journey" and "Party of Eggs," necessitating advanced data handling capabilities due to the increasing complexity of user demands [3]. - The introduction of large models is transforming the gaming sector, particularly in areas such as NPC intelligence, automated storyline generation, and asset creation, making it a core competitive advantage [3]. Group 2: Challenges in Large Model Inference - The scarcity and high cost of high-end GPU resources pose significant challenges, requiring minute-level elasticity in resource allocation to avoid long-term resource wastage [8]. - Resource wastage can exceed 60% when accommodating peak loads across different gaming services, highlighting the inefficiencies in current resource management [9]. - Serverless cold start delays, particularly for large models, can take 10-15 minutes, negating the benefits of elasticity [10]. Group 3: Solution Selection - The article evaluates the choice between deploying Alluxio directly versus building a complete solution with Fluid, emphasizing the need for a robust data orchestration platform [12][13]. - Fluid is positioned as a cloud-native data orchestration platform that integrates deeply with Kubernetes, offering a more suitable abstraction for AI applications compared to Alluxio's file system approach [15][19]. Group 4: Implementation and Benefits - A three-layer decoupled architecture was established, consisting of a storage layer (CubeFS/OSS), an acceleration layer (Fluid + AlluxioRuntime), and a computing layer (Kubernetes clusters) [20]. - The implementation of Fluid has led to significant performance improvements, including a 12-fold acceleration in startup times for large models, making serverless computing viable [28][33]. - Cost savings have been realized through the elimination of resource fragmentation and improved GPU utilization, reducing idle rates by approximately 20% [29][33]. Group 5: Future Outlook - The successful application of Fluid in NetEase Games serves as a model for the gaming industry, demonstrating how modernized infrastructure can support AI-driven experiences [34]. - The article concludes that a data-centric architecture is essential for companies aiming to enhance efficiency and competitiveness in an increasingly intelligent and personalized gaming landscape [34].
X @Messari
Messari· 2026-02-20 15:14
RT Fluid 🌊 (@0xfluid)Top takes from the @MessariCrypto report on Fluid 👇▫️ 2nd largest DEX on @ethereum▫️Earns more revenue per $ of market size than any other lending protocol▫️Scaled to $5.1B total market size▫️Top 3 in active loans: $2.12B borrowed▫️Fluid Reserve▫️Alpha on Fluid DEX V2 https://t.co/v3ycJDsnZc ...
Woodward Publishes Fiscal Year 2025 Annual Report
Globenewswire· 2025-12-22 21:30
Core Insights - Woodward, Inc. reported record performance for fiscal year 2025, with net sales of $3.6 billion, a 7% increase year over year, and net earnings of $442 million, reflecting a 19% growth [1][2] - Diluted earnings per share reached $7.19, marking a 20% rise from the previous year [1] Strategic Milestones - The company completed the acquisition of an industry-leading electromechanical actuation business [2] - Woodward was awarded contracts for certain spoiler actuation systems on the Airbus A350, marking its first primary flight control system application on a commercial aircraft [2] - Progress was made on the new advanced manufacturing facility located in Spartanburg County, South Carolina [2] Company Overview - Woodward, Inc. is a global leader in energy control solutions for aerospace and industrial markets, focusing on designing and delivering energy control solutions for a clean future [3] - The company is headquartered in Fort Collins, Colorado, and specializes in fluid, combustion, electrical, propulsion, and motion control systems [3]
X @Ignas | DeFi
Ignas | DeFi· 2025-11-11 06:34
Listing Updates - Coinbase is adding Fluid (FLUID) and Nomina (NOM) to its asset roadmap [1]
X @Ignas | DeFi
Ignas | DeFi· 2025-11-10 21:50
DeFi Innovation & Market Position - Fluid is considered a top DeFi innovation, merging lending and DEX functionalities [1] - Fluid aims to challenge Uniswap for the leading DEX position in the crypto space, operating as a lending protocol [1] Tokenomics & Burn Rate - $FLUID has burned 0.5% of its total supply since October [1] Product Development - Fluid DEX v2 is launching soon with pools for volatile trading pairs [1] Risk Management & Stability - The collapse of xUSD and other hedge fund stablecoins validates the team's due diligence capabilities [1] Lindy Effect - Fluid's Lindy effect is growing as it continues to operate [1]
X @Ignas | DeFi
Ignas | DeFi· 2025-11-10 09:49
DeFi Innovation & Market Position - Fluid is considered a top DeFi innovation, merging lending and DEX functionalities [1] - Fluid aims to challenge Uniswap for the No 1 DEX position in crypto, functioning as a lending protocol [1] Tokenomics & Supply - $FLUID has burned 0.5% of its total supply since October [1] Product Development - Fluid DEX v2, featuring pools for volatile pairs, is launching soon [1] Risk Management & Reputation - The collapse of xUSD and other hedge fund stablecoins demonstrates the team's due diligence skills [1] Longevity & Trust - Fluid's Lindy effect grows with each day of operation, indicating increasing trust and reliability [1]
X @Token Terminal 📊
Token Terminal 📊· 2025-11-02 17:16
Technology & Blockchain - Fluid is operating on Plasma [1] - The company anticipates "Trillions soon", suggesting significant growth or transaction volume [1]
X @Ethereum
Ethereum· 2025-10-08 17:00
RT Arbitrum (@arbitrum)Great to see our builders recently breaking records and winning 🏆- $1B+ in volume traded on @Ostrich_HQ- $375M in USDai/sUDai TVL on @pendle_fi- $300M in deposits on @0xfluid- $200M in deposits on @MorphoLabs- $100M in deposits on @SiloFinance- $100M in deposits on @boros_fi- 100M in transactions on @0xCapx- $60M in open interest on @Rho_xyzArbtober looking good ...
X @Token Terminal 📊
Token Terminal 📊· 2025-09-15 19:00
Growth Metrics - Fluid's trading volume experienced significant growth, from $378 million in August 2024 to $233 billion in August 2025, representing approximately a 6,200x increase [1] - Fluid's Total Value Locked (TVL) increased from $752 million in August 2024 to $46 billion currently, a 6x growth [1] Platform & Data - Data includes Fluid and Jupiter Lend (@jup_lend) [1] - Token Terminal tracks Fluid's performance [1]
X @Ethereum
Ethereum· 2025-08-11 19:13
Deposits - Fluid 平台上的存款达到 30 亿美元 [1]