今日必看

GitHub Security Lab 发布 LLM 驱动的 Fuzzing Taskflow，自动完成 C/C++ 项目模糊测试全流程

GitHub Security Lab 的 Antonio Morales 开源了基于 Taskflow Agent 的 Fuzzing Taskflow，指向 GitHub 仓库即可自动识别入口点、编写 harness、运行 AFL++、读取覆盖报告并分诊崩溃。

Require proof of presence for high-impact actions

You can now require an interactive re-authentication or a multi-factor challenge before members take high-impact actions on GitHub Enterprise Cloud accounts. Proof of presence is an expansion of GitHub’s sudo mode for enterprises, enforcing a higher security bar when it’s needed.

Introducing Gemini 3.8 Live with Live Avatar

Google's new Gemini 3.8 Live update lets users have conversations with the model while watching an animated AI persona respond in real time. The "Live Avatar" will lip-sync and show different facial expressions during conversations, but it's currently only available to Gemini Ent

Automating coherent long-form video generation

Generative AI

Accelerating vision-language models with LFM2.5-VL-DSpark

NVIDIA 联合 Google DeepMind 等机构开放 2800 多种病毒的蛋白复合物预测结构数据集

NVIDIA 与 Google DeepMind、EMBL-EBI 等全球研究机构合作，通过 AlphaFold Database 开放发布 2800 多种病毒的蛋白复合物预测 3D 结构，旨在为下一次疫情储备知识。

Google’s Project Suncatcher to put ML infrastructure in space

AIGC Video Detection based on the fusion of spatial-frequency-optical flow multimodal features

arXiv:2609.26274v1 Announce Type: cross Abstract: The rapid evolution of generative AI (e.g., Sora, Hunyuan) makes it essential to develop effective detection strategies that can generalize across ever-evolving synthesis techniques. This study is motivated by the observation of a

5999 起！无需多言｜小米 18 Pro 系列发布会

📌 一句话摘要 小米 18 Pro 系列发布，主打 5999 元起步的性价比、硬件级防窥屏、大底潜望长焦以及通过 AI Vibe Coding 驱动的背屏生态，并推出万元级透明特别版以冲击高端市场。 📝 详细摘要 本文详细报道了小米 18 Pro 系列发布会的核心内容。产品线聚焦于小米 18 Pro 和 Pro Max 两款机型，重点升级包括：搭载超级像素 2.0 硬件级防窥屏、大幅提升长焦进光量的影像系统、以及首发第六代骁龙 8 系列处理器。其中，18 Pro 侧重于补全小屏旗舰体验（如 7000mAh 大电池），而 18 Pro Max 则探索性能与

Introducing NV-Reason-CT Open 3D CT VLM for Radiologist Chain-of-Thought Reasoning

Radiology AI has made remarkable strides in detecting abnormalities across chest X-rays, pathology slides, and 2D scans. Yet one of the most clinically rich and data-dense modalities—the 3D computed tomography (CT) scan—remains largely underserved by modern vision language models

Lovable’s annualized revenue crosses $600M as vibe coding takes off

Lovable co-founder Fabian Hedin said that apps created on the platform are getting nearly a billion monthly views each month.

AIBuildAI-2.5: Efficient Autonomous AI Model Development Through LLM-Guided Tree Search

arXiv:2609.25047v1 Announce Type: cross Abstract: Autonomous agents that automatically build artificial intelligence (AI) models could broaden access to AI across science and engineering. A popular line of such agents frames model building as a code search problem and solves it b

AI 硬件的下一场仗：少说话，多办事

📌 一句话摘要 本文探讨 AI 硬件从“对话助手”向“执行智能体（Agent）”的演进，分析了手机、家电、可穿戴设备在实现“能办事”目标下的不同挑战与技术路径，以及阿里云提供的全栈基础设施支撑。 📝 详细摘要 文章以云栖大会「AI 原生硬件论坛」为背景，指出 AI 硬件的竞争核心已从简单的功能演示转向能否真正感知环境、理解意图并完成复杂任务。手机赛道聚焦于通过 Agentic OS 实现跨应用的长程任务执行；家电赛道致力于从单设备控制转向家庭目标的协同管理；可穿戴设备则利用第一视角感知实现主动服务。阿里云通过提供 Qwen Intelligence 方案

Claude Tag now supports personal connectors in channels

Claude Tag now supports personal connectors in channels

Sep 24, 2026EconomicsProject Swap: What happens when agents trade for us?

Sep 24, 2026EconomicsProject Swap: What happens when agents trade for us?

How SWE-Serve Exposes the Gap Between Local Tests and Live Serving

An AI coding agent’s patch can pass tests yet fail when the server loads a real model and handles requests. Evaluating changes to inference-serving software therefore requires checking the full serving path, including whether the system returns correct results through its public

Muse sure looks a lot like OpenClaw

We seem to be entering into an AI agent renaissance. Meta's new consumer-facing AI agent, Muse, topped the App Store charts soon after its release and has 600,000 daily active users in the US, by an Apptopia estimate. And AI agent platform Instinct, whose eponymous creator is fun

Ringg’s AI agents resolve up to 65% of customer calls with OpenAI

Using GPT-5.6, Ringg powers multilingual agents across voice, chat, WhatsApp, and web for 90% less cost vs. GPT-4.1.

Two years of OpenAI Academy

Marking two years of OpenAI Academy and bringing AI skills to even more communities.

Google Beam expands with new regions, partners, and customers

We’re expanding Google Beam to five new countries, and partnering with Industrious for an extended network.

Foundries vs Navigators: Lowering the Cost of Science

What does the future of science look like in the world of AI? Anthropic has some lofty goals for science and is even opening a wet lab . Meanwhile a quiet transformation 1 is happening all across AI x Science. In this guest post, Adrian Sanborn talks about the less flashy but mor

LWiAI Podcast #257 - GPT 6 Astra, AI Extinction, Security Incidents

Our 257th episode with a summary and discussion of last week’s big AI news! Recorded on 09/19/2026 ; as usual, apologies for the none ‘weeklyness’ of this ep! Hosted by Andrey Kurenkov and Jeremie Harris Feel free to email us your questions and feedback at andreyvkurenkov@gmail.c

Show HN: Make cursed fonts like Times New Bastard

A joke tool that abuses OpenType's ligature feature to mix fonts. It works pretty fast on client-side by loading Python in WASM.

AI performance costs are falling faster than those of any previous technology

AI is hitting a fixed benchmark performance level at a rapidly falling cost. Epoch AI measures a price decline of about 13x per year. After stripping out hardware gains and competition, MIT puts annual algorithmic progress at about 3x. That doesn't mean today's best models are ch

Introducing LangSmith Fine-Tuning

LangChain introduces LangSmith Fine-Tuning and SmithTune, a CLI built for post-training models. Train specialized models without building data pipelines by hand.

Opus 5.5 Vibe Check: Will I Finally Upgrade?

Opus 4.6 came out on February 5 . A century ago in AI years. But to this day, it’s been my go-to model inside Claude Code. The reason has nothing to do with its benchmark scores or performance on complex, long-running, multi-step agentic coding tasks, whatever the hell that combi

I still don't understand this 'agentic workflow' thing

My usual day with Claude Code is like: * I open terminal in my project's folder and run claude command. * I prompt it. I mostly use Fable-5.1/Opus-5 but Opus-5.5 is my current model. The model decides if it wants to use sub-agents for a task. I never explicitly prompt it for sub

🔬Bio-security is an AI Arms Race - Eric Nguyen (CEO, Radical Numerics)

The OpenAI → Hugging Face attack has people asking “what else do we need to worry about?” and Anthropic’s filters flag two things: cyber-security and biology. The natural question is: what about bio-security, then? Clem Delangue argues that cyber-warfare defensive capabilities ne

MCP was always a bad idea?

My comment on MCP was always a bad idea? — Hacker News. This article entirely misses the value that MCP brings today. Sure, there's almost no reason to use MCPs if you are running a full-blown terminal agent (Claude Code, Codex, Meta Muse, OpenClaw etc) with unfettered internet a

Pinecone BYOC: Trusted AI Knowledge in the Customer Cloud

Pinecone BYOC: Trusted AI Knowledge in the Customer Cloud

How Warp ships 2,000 PRs a month with AI factories | Zach Lloyd (CEO, Warp)

Zach Lloyd is the co-founder and CEO of Warp, an AI-powered terminal and software factory platform used by tens of thousands of engineers. Before Warp, he spent nearly a decade at Google, including time as a principal engineer on Google Sheets. He built Warp from the ground up as