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# Meituan Database Team Launches Database Capacity Evaluation System The Meituan database team has developed a **Database Capacity Evaluation System** to address **capacity assessment challenges** and **prevent change-related risks**. This system: - Uses **online traffic replay** in a sandbox environment to verify the safety of database changes. - Applies **accelerated replay*
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📑 Table of Contents * Problem Essence: When the Scheduler Becomes the Performance Bottleneck * Core Contributions of This Work * Solution: Giving the Scheduler Semantic Awareness * Design Principles: Considerations for Production * Performance Evaluation: Let the Data Speak * Implementation Details: The Devil Is in the Details * From Technology to Philosophy: Redefining the Cognitive Boundaries
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!image ROOT Optimizer — A Balance of Speed and Stability in LLM Training The core of ROOT lies in two major innovations: AdaNewton and soft-threshold denoising. --- Background: Adam vs. Muon in LLM Optimization Two prominent names in LLM optimization are Adam (including AdamW) and Muon: * Adam/AdamW: * A seasoned "
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# Transcript: Platform Engineering in the Enterprise **Speaker:** Rachael Wonnacott — Associate Director, Container Platforms at Fidelity International --- ## Introduction I’m **Rachael Wonnacott**, Technical Product Owner for the Kubernetes platform at Fidelity International. My role spans **developer experience**, **application lifecycle management**, and **supply chain security**. Although the term *platform engineering* became
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Trillion‑Parameter AI Models: Challenges, Bottlenecks & Next‑Gen Paradigms As frontier models like GPT‑4o and Llama 4 push performance boundaries, the AI industry faces severe constraints: * Transformer inefficiency * Extreme compute demand * Weak linkage to the physical world A ZTE paper, Insights into Next-Generation AI Large Model Computing Paradigms,
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Browsers Are Getting Heavier — And Our Attention Is Fragmented When writing a proposal, Word needs to stay open. When searching for information, you switch back to the browser. When replying to messages, you jump to WeChat. The result: fragmented screens and fragmented attention. Even calling AI for help becomes a
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!image --- A Paradigm Shift in AI: From the Scaling Era to the Research Era For years, the AI community has been obsessed with scaling — using more data, bigger models, and greater compute — as the road to AGI. But an in‑depth interview with Ilya Sutskever suggests a fundamental shift:
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Breakthrough: Talagrand Convolution Conjecture Solved A 30-year-old mathematical puzzle — the Talagrand Convolution Conjecture — has finally been solved by Yuansi Chen, a young Chinese mathematician born in the 1990s. Chen, from ETH Zurich, recently published his result on arXiv: His paper proves the conjecture for the Boolean hypercube, accurate up to
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# AI Architecting the Future: Why Everyone Must Become an "Architect" --- ## 📑 Table of Contents 1. **Starting from Architecture** 2. **The Evolution of AI Architecture** 3. **A Glimpse into the Future World** 4. **Everyone as an “Architect”** 5. **Conclusion: Why Everyone Must Become an “Architect”** --- ## Introduction The **rapid
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FLUX.2 Goes Open-Source — A Deep Dive & Reality Check Yesterday marked an interesting event in the AI image generation world — FLUX.2 officially released part of its technology as open source. From King of AI Art to Relative Silence FLUX was once considered the reigning champion of AI image
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I. Introduction I can’t say for certain which AI programming tool is the absolute best in the world. But I do know the most competitive one — and that’s definitely TRAE. Why TRAE Stands Out AI programming tools generally come in three product forms: * Plugin * Example: GitHub Copilot (early
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Alibaba's Qianwen AI: Expanding Into Everyday Consumer Scenarios Alibaba's Qianwen AI is rapidly moving toward full coverage of consumer-facing applications, positioning itself at the center of everyday desktop usage. --- Deep Integration with the Quark AI Browser On November 26, Alibaba announced the deep integration of