2026-07-30

今日要点


Hacker News

KOReader

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Show HN: Open-source engine running Gemma 4 26B in 2 GB RAM on any M-series Mac

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Superlogical

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User Interfaces of the Demo Scene

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More Tailscale tricks for your jailbroken Kindle

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Document-borne AI worms can self-propagate through Copilot for Word

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French musician Kavinsky found dead

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Handbook.md shows that long policy documents do not reliably govern agents

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Kimi K3-256k

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Darktable

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LearnVector – Andrew Ng’s AI company building one‑to‑one learning experiences

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Claude: Elevated errors across all models

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Keychron announces first open-source firmware for gaming mice

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SQLite in Production: Optimizing WAL Mode, Concurrency, and VFS Layers

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ReFrame – The EPaper Camera

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TechCrunch

Discover what’s next for AI, from the SaaS reckoning to the agent security gap, at TechCrunch Disrupt 2026

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Thinking Machines co-founder Lilian Weng left the company citing health reasons, then joined OpenAI

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Winamp aims for a comeback with a new music player powered by Deezer

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The Hugging Face AI break-in, as told through an increasingly committed bear metaphor

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Claude Opus 5 became downright ruthless when tasked with running a vending machine

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Sorry, haters. Ferrari’s first EV is doing just fine

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Waymo robotaxis are starting to return to freeways

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US government bans new foreign-made humanoids, robot dogs, and solar inverters, citing risks to national security

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Google brings its age-assurance technology to Android developers worldwide

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The Verge

Mark Zuckerberg is planning a big push into personal AI agents

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Qualcomm is raising phone chip prices starting September 1st

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xAI’s last-minute scramble to stop Minnesota’s anti-nudification app law

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Cyberpunk 2077 packs a lot of fun into its discounted $20 price

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Xbox revenue drops 10 percent as Microsoft’s cloud and AI business surges

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What’s the catch with the Apple Upgrade program?

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OpenAI president says it’s ‘building a family of devices’ for its AI chatbots

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The US government just banned Roombas

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The Ferrari Luce has at least 500 fans

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Ars Technica

Who wins and who loses after US bans foreign robots?

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Comcast store punished low sales by smashing pies in workers’ faces, lawsuit claims

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Customize Ars your way with an Ars Pro subscription

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Google’s “privacy-preserving” age verification system is coming to the Play Store

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Elon Musk’s xAI is trying to sue its way out of a Grok reckoning

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Yet more qubit tech: New quantum dot options, diamond vacancies

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Actually, Starliner might fly into space this year

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Anthropic is finding bugs faster than Microsoft can fix them

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New AMD Linux patch boosts low-end gaming performance on Steam Deck

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Gaming and IRL worlds collide in Jumanji: Open World trailer

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Product Hunt

SceneNote

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EQK 3.0

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Task Monki

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AgentQuartz

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Prelint

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Epilude

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/mission for Claude Code

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BlackFlare

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Bo AI

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JusTTY

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MIT Technology Review

How an overlooked geothermal plant got a second chance

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The Download: a chip talent battle, and deflating AI hype

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The AI Hype Index: Unsexy AI

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opengeos / GeoLibre

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moeru-ai / airi

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affaan-m / ECC

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huggingface / speech-to-speech

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1jehuang / jcode

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grokability / snipe-it

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deepfakes / faceswap

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microsoft / VibeVoice

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different-ai / openwork

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obra / superpowers

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OpenAI Blog

Accelerating scientific discovery with ChatGPT for Academic Researchers

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How GPT-5.6 fuses frontier intelligence with frontier efficiency

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Scientific computing in the age of agentic AI

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How AI is expanding what people do at work

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Launching Health in ChatGPT

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Building AI infrastructure with the Effingham County community

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How news organizations are using AI to advance their vital missions

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Advancing the next era of national science

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Introducing OpenAI Presence

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NTT DATA Group cuts incident analysis to 30 minutes with Codex

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Anthropic Blog

Introducing Claude Opus 5

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Inviting hard questions

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Redeploying Fable 5

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Introducing Claude Sonnet 5

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Our position on open-weights models

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Cognizant and Anthropic expand their partnership to bring Claude to enterprise clients

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A research agenda for the Economic Futures Research Fund

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Ask Claude about the Anthropic Economic Index

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Anthropic is donating another $20 million to Public First Action

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Apply for Anthropic’s AI for Science rare disease research grants

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Google AI Blog

Gemini API Managed Agents: 3.6 Flash, hooks, and more

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5 ways AI Mode in Search helps you enjoy the real world

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Hugging Face Blog

The OlmoEarth Platform: Geospatial inference at planetary scale

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LFM2.5-Encoders for Fast Long-Context Inference on CPU

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NVIDIA Cosmos-H-Dreams: Bringing Real-Time Generative Simulation to Surgical Robotics

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Anatomy of a Frontier Lab Agent Intrusion: A Technical Timeline of the July 2026 Incident

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The Gradient

After Orthogonality: Virtue-Ethical Agency and AI Alignment

正交性之后:美德伦理代理与 AI 对齐

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AGI Is Not Multimodal

AGI 并非多模态

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Shape, Symmetries, and Structure: The Changing Role of Mathematics in Machine Learning Research

形状、对称性与结构:数学在机器学习研究中角色的转变

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What’s Missing From LLM Chatbots: A Sense of Purpose

LLM 聊天机器人缺失了什么:使命感

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We Need Positive Visions for AI Grounded in Wellbeing

我们需要基于福祉的 AI 正向愿景

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Financial Market Applications of LLMs

LLM 在金融市场的应用

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A Brief Overview of Gender Bias in AI

AI 中性别偏见的简要概述

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Mamba Explained

Mamba 模型详解

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Car-GPT: Could LLMs finally make self-driving cars happen?

Car-GPT:LLM 能否最终实现自动驾驶?

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Do text embeddings perfectly encode text?

文本嵌入能完美编码文本吗?

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arXiv CS.AI

Do Models Fake Alignment Without Clear Consequences?

模型在没有明确后果的情况下会伪造对齐吗?

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Beyond Memory: A Templated Substrate for Heterogeneous Collaborative Knowledge Work with LLM Agents

超越记忆:LLM 代理异构协作知识工作的模板化基底

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Kernel Forge: An Agent Harness for LLM-based Generation and Optimization of CUDA Kernels

Kernel Forge:用于基于 LLM 生成和优化 CUDA 内核的代理工具

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CaRE Compute-aware Remasking Evaluation Protocol for Masked Diffusion Language Models

CaRE:掩码扩散语言模型的计算感知重掩码评估协议

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GrocLM: Grocery Category Recommendation in E-Commerce with Large Language Models

GrocLM:基于大语言模型的电子商务杂货类别推荐

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Crystalis: Progressive Nucleation and Semantic Annealing for Coordinated Multi-View Visualization Generation

Crystalis:用于协调多视图可视化生成的渐进式成核与语义退火

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PATHFinder Agent for Tailored Prenatal Care

用于定制化产前护理的 PATHFinder 代理

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LLM Scheming Inversely Scales with Pretraining Language Coverage

LLM 的“阴谋”行为与预训练语言覆盖范围呈反比

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arXiv CS.CL

TimeCapsule: Generative Hallucination as a Method for Historical Sensemaking

TimeCapsule:作为历史意义构建方法的生成式幻觉

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Measuring and Improving Behavioral Consistency in Large Language Models through Fact-Heuristic-Emotion State Enforcement

通过事实-启发式-情感状态强制执行来衡量和改善大语言模型的行为一致性

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Neuromorphic Diffusion Language Models: Addressing Compute and Memory Bottlenecks via Sparsity and Block Denoising

神经形态扩散语言模型:通过稀疏性和块去噪解决计算与内存瓶颈

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Research Report on Noise-Shaped One-Bit Coefficients in Discrete Polynomial Fourier Extension

关于离散多项式傅里叶扩展中噪声整形一位系数的研究报告

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CogArena: A Multimethod Evaluation of Cognitive Ability Structure in Large Language Models

CogArena:大语言模型认知能力结构的多方法评估

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DS@GT ARC at CheckThat! 2026: LLM-Based Trace Ranking and Grouped Reward Modeling for Multilingual Numerical Claim Verification

CheckThat! 2026 上的 DS@GT ARC:用于多语言数值声明验证的基于 LLM 的轨迹排序与分组奖励建模

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Evaluating Communicative Belief Updates in Large Language Models via Implicature Recognition and Cancellation

通过隐含识别与取消评估大语言模型中的交际信念更新

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Deep Label-Wise Attentive Temporal Convolutional Networks Improve Medical Coding

深度标签感知时间卷积网络改进医学编码

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WIRED

It Looks Like Nothing Can Dent MAGA’s Support for ICE

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Save Up to $100 on Apple’s Newest AirPods (2026)

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Which of Dyson’s 2026 Vacuum Models Is the Best?

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It’s Frighteningly Easy to Jailbreak Some Frontier AI Models

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Tropical Diseases Like Dengue Fever and Chikungunya Are on the Rise in Europe

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X Says Australia’s Under-16 Social Media Ban Risks Interfering With Foreign Law

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Festival Must-Haves, Field-Tested at Lost Lands and Electric Forest

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The 15 Best Pool Accessories to Upgrade Your Summer (2026)

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Love It or Hate It, the Ferrari Luce Is a Thrilling Drive

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23 WIRED-Approved Gifts for Frequent Travelers (2026)

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Lobsters

AI Mania Is Eviscerating Global Decision-Making

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It doesn’t matter whether “Matz is nice”

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Overengineered calculator: Zig + QBE

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Some notes about Anthropic’s new results

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First CHERIoT Silicon

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PostgreSQL MVCC: tradeoffs compared to other engines

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Why Rocq is better than Lean for program verification

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Inside Zig’s Incremental Compilation

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GNU Hyperbole Implicit Buttons: Build your Hyperverse

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User Interfaces of the Demo Scene

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DEV Community

Solution to Challenge 2 - Data Grid Validation and CRUD Operations

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ratatop day 2: the memory box, and the lie in free -h

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We got used to it before we understood it

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One TPU Chip, Eight Agents: Serving Small Agent Workloads with Raw JAX

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Cloud Native Buildpack for AWS Lambda PHP (Bref) - technical detail

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Building Automated Developer Pipelines

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From RAG to Agentic AI. How I Added LangGraph to My Local

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Different Types of Denial of Service (DoS) Attacks & Their Mitigations

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I made my Go reverse proxy 3.8x faster by fixing one line

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Seu code review não precisa discutir espaçamento

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Meta Engineering

Exploring Hierarchical Interest Representation For Meta Ads Deep Funnel Optimization

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Modernizing the Meta Ads Service With an Open-Source Kernel Scheduler

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Meta’s AI Storage Blueprint at Scale

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10 Years of Meta’s Commitment to Python

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Privacy-Aware Infrastructure in the AI-Native Era: An Asset Classification Case Study

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How Meta Engineered Ultra-Narrow Batteries for AI Glasses

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Adopting AV1 for Real-Time Communication (RTC) at Scale

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Lights Out, Systems On: Validating Instant Power Loss Readiness

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SilverTorch: Index as Model — A New Retrieval Paradigm for Recommendation Systems

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DeepMind Blog

We’re launching Lyria 3.5 in Google Flow Music, with advances across musicality, lyrics, vocals, and creative control

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Accelerating the frontiers of scientific discovery: Google’s $40M commitment to the Genesis Mission

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Introducing Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber

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Introducing Gemini 3.5 Flash Cyber

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Our approach to bioresilience

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Empowering India’s next generation of innovators with ATL Saathi

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Google DeepMind and A24 announce first-of-its-kind research partnership

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Start building with Nano Banana 2 Lite and Gemini Omni Flash

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Introducing computer use in Gemini 3.5 Flash

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Unlocking UK house-building with AI-accelerated planning

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VentureBeat AI

Google just redesigned the search box for the first time in 25 years — here’s why it matters more than you think.

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Railway secures $100 million to challenge AWS with AI-native cloud infrastructure

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Claude Code costs up to $200 a month. Goose does the same thing for free.

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Listen Labs raises $69M after viral billboard hiring stunt to scale AI customer interviews

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Salesforce rolls out new Slackbot AI agent as it battles Microsoft and Google in workplace AI

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Anthropic launches Cowork, a Claude Desktop agent that works in your files — no coding required

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Nous Research’s NousCoder-14B is an open-source coding model landing right in the Claude Code moment

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arXiv CS.LG

Semalith v1.4: A Calibrated 184M Safety Classifier Achieving State-of-the-Art Prompt-Injection Detection at 44x Fewer Parameters than Llama-Guard-3-8B

Semalith v1.4:一种校准后的 184M 安全分类器,以比 Llama-Guard-3-8B 少 44 倍的参数实现最先进的提示注入检测

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CORVUS: Context Optimization and Reduction Via Underlying Synchronization for LLM Coding Agents

CORVUS:用于 LLM 编码代理的底层同步上下文优化与缩减

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CausalGate: Causal Importance Distillation for Transformer Module Pruning

CausalGate:用于 Transformer 模块剪枝的因果重要性蒸馏

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Progress-conditioned Group Policy Optimization for Long-Horizon Agentic Tasks

用于长程代理任务的进度条件组策略优化

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QFedPolyp: A Communication- and Inference-Efficient Federated Learning Framework for Polyp Segmentation

QFedPolyp:一种用于息肉分割的通信与推理高效联邦学习框架

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Learning to Access Computation: Accessibility Plasticity as a Principle of Adaptive Intelligence

学习访问计算:作为自适应智能原则的可访问性可塑性

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Hierarchical Grading in Large Language Models

大语言模型中的分层分级

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An Integrated Deep Learning and Statistical Framework for Whole-Network Gene—Environment Association with Leaf Vascular Architecture

基于叶脉结构的整网基因-环境关联的集成深度学习与统计框架

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arXiv CS.CV

Gradient-Based Latent Decomposition Reveals Mechanisms of Feature Degradation in Weakly Supervised Mammography

基于梯度的潜在分解揭示弱监督乳房 X 线摄影中特征退化的机制

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Track-Leakage-Free Hold-Out Self-Validation for Photogrammetric Reconstruction: Protocol, Sensitivity, and Limits

摄影测量重建的无轨迹泄漏留出自我验证:协议、敏感性与限制

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DisasterTD: Disaster Toponym Disambiguation Using Multimodal LLMs and Cross-View Geolocalization

DisasterTD:使用多模态 LLM 和跨视图地理定位的灾难地名消歧

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Harm is not Universal: Community-Specific Toxicity Detection is Urgently Needed

伤害并非普遍:迫切需要针对社区的毒性检测

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Mage-VL: An Efficient Codec-Native Streaming Multimodal Foundation Model

Mage-VL:一种高效的编解码器原生流式多模态基础模型

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PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models

PerceptionBench:评估多模态大语言模型中的原子视觉感知

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Enabling Fully Integer-Only Inference for Lightweight Detection Transformers

为轻量级检测 Transformer 启用全整数推理

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Unifying Active Learning and Semi-Supervised Learning for Medical Image Segmentation

统一医学图像分割的主动学习与半监督学习

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Towards Data Science

Prompt Engineering Is Solved—Prompt Management Isn’t

提示工程已解决,但提示管理尚未解决

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Why Your Best Predictive Model Gives the Wrong Treatment Effect

为什么你最好的预测模型会给出错误的治疗效果

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Los Movimientos 第二部分:用自适应大邻域搜索解决大型取送问题

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Avoiding Entity Key Drift in a Data Lake: Step 1, Normalization

避免数据湖中的实体键漂移:第一步,规范化

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How Much Does a Local LLM Actually Cost to Run? I Measured Every Watt on Apple Silicon

运行本地 LLM 到底要花多少钱?我在 Apple Silicon 上测量了每一瓦特

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MCP Explained: How Modern AI Agents Connect to the Real World

MCP 详解:现代 AI 代理如何连接现实世界

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Don’t Just “Throw Adam at It”: Misunderstanding Adam Will Cost You

不要只是“把 Adam 扔给它”:误解 Adam 会让你付出代价

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Backpropagation Explained for Beginners (Part 2): There Has to Be a Better Way

初学者反向传播详解(第二部分):一定有更好的方法

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“Los Movimientos”: The Routing Problem That Nearly Broke My Spirit

“Los Movimientos”:那个差点让我崩溃的路由问题

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Reducing Human Annotation with ML Active Learning

通过 ML 主动学习减少人工标注

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