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Insights on AI Evolution from Harry Shum at IDEA Research Institute > "Opportunities come not just from technology itself." — Harry Shum After steering the IDEA Research Institute (Guangdong–Hong Kong–Macao Greater Bay Area Digital Economy Research Institute) into its fifth year, Harry Shum introduced a five-dimensional framework
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Introduction > “The competition of the future will no longer be about breakthroughs in individual technologies, but about ecosystems, talent systems, and values.” From the roar of the steam engine to the silent revolution of the internet, waves of technological change have reshaped society—often in subtle ways. Today, we
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Business Thinking Editor's Note: Two years shy of turning 50, Hanhoo founder Wang Guo’an says he feels healthier now than he did in his 30s. For the past two years, he’s played two hours of basketball every day—seven games a week—now outrunning even the
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The Myth of the AI Unicorn In the ongoing wave of artificial intelligence reshaping industries worldwide, each newly minted unicorn often repeats the same narrative: technological revolution, algorithmic breakthrough, scalable growth, and market validation. But beneath the hype, the reality is often much more human — with manual effort quietly bridging
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Beside: Reinventing the Phone for the AI Era Beside has raised $32M to transform your phone into the core interface of the AI age. Founder Maxime Germain — who sold his previous company for $20M — is now targeting the 100 million Americans whose jobs depend on phone calls. After 18 months
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Datawhale Insight --- Team: Google Source: PaperAgent --- Google has released Gemini 3, marking major progress in reasoning, multimodal understanding, and Agent capabilities — achieving near SOTA across most benchmarks. Today's highlight: Google’s recent paper ReasoningBank. Original paper: https://arxiv.org/pdf/2509.25140 --- 1. The “Goldfish
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Crossplane Graduates from CNCF: A New Era for Kubernetes-Native Infrastructure Date: 2025-11-23 10:15 Zhejiang The Cloud Native Computing Foundation (CNCF) has officially graduated the Crossplane project, marking a major milestone for this open-source initiative. Crossplane transforms Kubernetes into a universal control plane for cloud infrastructure. --- Why Graduation Matters
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Large Models Competing Like Fighting Crickets From short videos to AI models, people's content consumption habits are shifting again — toward speed and efficiency. --- Changing Reading Habits When facing long-form articles, academic papers, or large volumes of data, an increasing number of people no longer read start-to-finish. Instead,
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Who Says the PC Industry Has Hit a Ceiling? Record Growth in Global PC Shipments According to IDC data, in Q3 2025: * Global PC shipments: 75.9 million units * Year-over-year growth: +9.4% * Fourth consecutive quarter of YoY growth Not only is the overall market expanding, but the market leader’
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Karpathy’s New Project: LLM Council Andrej Karpathy is back with another entertaining and thought-provoking coding experiment—this time, he’s unveiled a “Large Language Model Council” (LLM Council) web app. At first glance, the interface resembles a typical ChatGPT conversation. But under the hood, when you submit a question,
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Discrete Diffusion + Lightweight Instruction Fine-tuning: Unlocking BERT's Generative Power Key Insight: "Discrete Diffusion + Lightweight Instruction Fine-tuning" can enable classic BERT to perform strong generative tasks. Research Team: * Zhou Zhanhui — Ph.D. candidate, Computer Science, University of California, Berkeley * Chen Lingjie — Ph.D. candidate, Computer Science, University
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Google Named a Leader in 2025 Gartner Magic Quadrant for Cloud DBMS Google has been recognized as a Leader in the 2025 Gartner Magic Quadrant for Cloud Database Management Systems for the sixth consecutive year — and for the third year in a row, ranked furthest in Completeness of Vision. This