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GitLab发布紧急安全更新 修复高危XSS与API拒绝服务漏洞
GitLab紧急修复四项高危漏洞，XSS与API拒绝服务风险需立即升级
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Building APIs with Next.js
Next.js官方博客手把手教你用App Router构建API，涵盖路由处理、动态路由、中间件等实战要点。
Learn about how to build APIs with Next.js.
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Tailwind CSS v2.2
Tailwind CSS v2.2发布，高性能CLI、全面伪类与变体支持，堪称最丰富版本
An all-new high-performance CLI tool, ::before and ::after support, sibling selectors, selected text variants, and tons more.
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Critical Security Vulnerability in React Server Components
React官方紧急公告：React Server Components存在未认证远程代码执行漏洞（CVSS 10.0），影响多个版本，请立即升级！
There is an unauthenticated remote code execution vulnerability in React Server Components. A fix has been published in versions 19.0.1, 19.1.2, and 1…
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Revisiting the Adam-SGD Gap in LLM Pre-Training: The Role of Large Effective Learning Rates
揭秘SGD在LLM预训练中不如Adam的根源：大有效学习率的关键作用。
arXiv:2605.17787v1 Announce Type: new Abstract: It is widely believed that stochastic gradient descent (SGD) performs significantly worse than adaptiv…
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Beyond MMSE: Enhancing PnP Restoration with ProxiMAP
突破传统MMSE，用ProxiMAP提升PnP图像恢复性能，理论创新与实验验证兼具。
arXiv:2605.16396v1 Announce Type: cross Abstract: Plug-and-Play (PnP) methods have become standard tools for solving imaging inverse problems by repla…
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Training Infinitely Deep and Wide Transformers
突破性研究：首次实现无限深和宽Transformer的可训练性，彻底解决深层网络训练瓶颈
arXiv:2605.17660v1 Announce Type: cross Abstract: Transformers have become the dominant architecture in modern machine learning, yet the theoretical u…
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Fine-tuning vs. In-context Learning in Large Language Models: A Formal Language Learning Perspective
从形式语言学习视角，剖析微调与上下文学习的根本差异，ACL 2026 重磅论文。
arXiv:2604.23267v2 Announce Type: replace-cross Abstract: Large language models (LLMs) operate in two fundamental learning modes - fine-tuning (FT) an…
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Learning Transferable Topology Priors for Multi-Agent LLM Collaboration Across Domains
多智能体LLM跨域协作新突破，可迁移拓扑先验让协作更高效。
arXiv:2605.17359v1 Announce Type: new Abstract: Large language model (LLM)-based multi-agent systems have shown strong potential for complex reasoning…
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FASTER: Rethinking Real-Time Flow VLAs
聚焦实时流VLA架构创新，重新思考并加速Flow VLA推理效率，适合AI研究者。
arXiv:2603.19199v3 Announce Type: replace-cross Abstract: Real-time execution is crucial for deploying Vision-Language-Action (VLA) models in the phys…
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OmniVL-Guard Pro: A Tool-Augmented Agent for Omnibus Vision-Language Forensics
全新工具增强型智能体，专攻视觉语言领域全能取证，论文详解架构与能力。
arXiv:2605.16962v1 Announce Type: new Abstract: Existing vision-language forgery detection and grounding methods operate under a closed-world paradigm…
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Text and code embeddings by contrastive pre-training
OpenAI对比预训练方法，学习文本与代码的高质量嵌入表示
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Customizing GPT-3 for your application
OpenAI官方指南：一条命令即可微调GPT-3，快速定制专属AI模型。
Fine-tune with a single command.
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Using Claude Code: The Unreasonable Effectiveness of HTML
用HTML替代Markdown作为AI输出格式，大幅提升Claude代码审查与解释效率，附实用Prompt示例
Using Claude Code: The Unreasonable Effectiveness of HTML Thought-provoking piece by Thariq Shihipar (on the Claude Code team at Anthropic) advocating…
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Next.js 12
Next.js 12 重磅发布：Rust 编译器提速5倍，引入中间件和React 18原生支持
Next.js 12 introduces a brand-new Rust compiler, Middleware (beta), React 18 Support, Native ESM Support, URL Imports, React Server Components (alpha)…
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Vanilla JavaScript support for Tailwind Plus
Tailwind Plus 所有UI组件现已支持纯 JavaScript，无需 React/Vue 框架即可使用，交互性与可访问性满分。
Every UI block in Tailwind Plus is now fully functional, accessible, and interactive, even if you don't use a framework like React or Vue.
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"What's new in Tailwind CSS?" on YouTube
12个短视频带你快速掌握Tailwind CSS新增的网格、过渡、动画等特性
A lot of cool stuff has been added to Tailwind since the last time we published any screencasts, so we thought it would be a great idea to record a li…
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React Compiler v1.0
React Compiler 1.0 稳定版发布，自动记忆化优化组件，无需重写，已与主流工具链集成，生产就绪。
We are releasing the compiler's first stable release today.
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React Conf 2024 Recap
React Conf 2024 官宣 React 19 RC、新架构 Beta 和编译器，回看大会所有重磅技术更新。
Last week we hosted React Conf 2024, a two-day conference in Henderson, Nevada where 700+ attendees gathered in-person to discuss the latest in UI eng…
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React Labs: What We've Been Working On – February 2024
React编译器已用于Instagram生产，即将开源，性能优化新突破。
In React Labs posts, we write about projects in active research and development. We’ve made significant progress since our last update, and we’d like …