AI news
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
AI news
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
AI news
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,
AI Playbooks
How Agents Can Use Filesystems for Context Engineering Source: Original LangChain Blog --- Introduction: Filesystems as a Key Tool for Deep Agents Deep Agents have a core capability: using filesystem tools to read, write, edit, list directories, and search files within their own environment. Why is this important? To answer
AI Playbooks
# **Complete Developer Tutorial for Nano Banana Pro**  Discover how this **next-generation AI model** — with **reasoning capability**, **real-time search grounding**, and **stunning 4K output** — can help you build **complex and highly creative applications**. If the Flash model (**Nano Banana*
AI news
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’
AI news
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,
AI Playbooks
Introduction: AI Is No Longer Just an Autocompletion Tool AI models are advancing at astonishing speed, expanding their capacity to handle complex, multi-step tasks. Today’s leading systems can sustain continuous reasoning for hours. METR (Aug 2025) data shows state‑of‑the‑art models can reason for 2 hours and
AI news
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
Production AI
Reducing False Positives in RAG with Semantic Caching: A Production Case Study Author: Elakkiya Daivam This article examines why Retrieval-Augmented Generation (RAG) and semantic caching are powerful for minimizing false positives in AI applications, based on a production-level evaluation of seven bi-encoder models against 1,000 query variations. --- The
AI news
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
Growth & SEO
这是沃尔玛业态升级、重塑品牌、重启增长的重要一步。 11 月一个周五的上午，沃尔玛深圳新德家园社区店 500 平方米左右的空间里，有几十位顾客在挑选商品，多是 40 岁以上的中年人和带着孩子的家庭，近三分之一聚集在生鲜区。 周末的客流量更大。在深圳宝安万达广场的另一家沃尔玛社区店，周六下午 4 点左右，大约 800 平方米的空间内客流比前一日在新德家园门店看到的又多了一倍，年轻人的身影更多了。靠近入口最显眼的位置，陈列着沃尔玛的自有品牌 “沃集鲜” 近 30 款烘焙商品，均为当天现制并明确标注 “保质期 1 天、只卖当天”，装满了整整 8 个玻璃橱柜，售价在 5-10 元之间，其中半数标价为 5 元。 作为沃尔玛今年以来正在试点的社区店模式，这两家门店的选品明显更聚焦 “一日五餐” 的生鲜和食品类商品。在探店过程中，我们最直观的视觉感受是，外包装印着 “沃集鲜”