2026-10-29

AIHOT 日报 · 2026-10-29 — Google DeepMind 发布 Gemini 4 Carbon 前沿模型

Google DeepMind 发布 Gemini 4 Carbon，定位为最强前沿模型，主打网络安全与长程智能体能力，在 SEC-bench Pro 88.2%、ExploitGym 54.8%、CWE-bench 71.0% 取得领先，并以 59 分登顶 Artificial Analysis Intelligence Index v5.0。 模型发布/更新 Google DeepMind 发布 Gemini 4 Carbon 前沿模型 面壁智能发布并开源 MiniCPM-OCR 系列：1.3B 解析模型与 2B 判别模型 产品发布/更新 GitHub Universe 2026 发布 GitHub Copilot app、Copilot Fusion 等智能体产品 Microsoft 通过 Foundry 开放 Copilot harness，支持多模型 Agent 开发 行业动态 Anthropic IPO 最大赢家或为 Amazon 而非 VC GitHub Octoverse 2026：开发活动创新高，超 40% 的 PR 由智能体起草 Alphabet Q3 财报：年化收入达 5000 亿美元，Google Cloud 增长 103% 微软财报电话会：Microsoft Cloud 收入超 $63B，同比增长 30% 论文研究 Anthropic 报告：Claude 研究模型在 Chrome、Safari、Android、Windows、Linux 发现漏洞并串联 5 条攻击链 技巧与观点 Claude Code 触发用量上限后如何用 OpenRouter 继续编码 Addy Osmani 讲解如何上手 Claude Code Mods OpenAI 员工撰文探讨 AI 进入企业组织架构的三种方式 via AIHOT · https://aihot.news/

Google launches Gemini 4 Carbon with a ‘significant leap’ in cybersecurity

Google has released its latest frontier model, Gemini 4 Carbon, offering "significant gains" in coding, agentic tasks, and cybersecurity. In an announcement on Wednesday, Google highlights Carbon's top spot on the Artificial Analysis Intelligence Index (v5.0) benchmark, with Claude Opus 5.5 and GPT-6 Astra trailing behind. The new Gemini 4 Carbon model offers improvements over […]

Quoting Ted Sanders

In general, LLM performance is incredibly multidimensional. There's no guarantee of a fixed ordering where the model that is best at math is also the model that's best at jokes. Despite that complexity, much of the variation in performance is explained by just a single variable: model size. In general, models that are bigger will (a) be more performant / reliable, (b) cost more per token, and (c) have better recall of esoteric facts. As you note, our models are ordered: Luna [ ... ] These days, version number signifies a few things at once: the order of release, the relationship to other releases, and the magnitude of improvement. So something like 6.1 would indicate it was launched after 5.6, may share some similarities to other 6.1 models in terms of training data / personality (which is

The October inflection point for vibe game development

I've written before about how November 2025 was an inflection point for coding agents - the point where Opus 4.5 and GPT-5.1 crossed a tipping point that meant their respective coding agents became reliable daily drivers for software engineers. I think we've reached a new inflection point in October 2026, and this time it's for vibe coding computer games . Tree Appreciator Emberwick Battle Drones Pumpkin Farmer, aka Quarter Sun Cove Four times as insulting What happens if someone actually puts the work in? You should build a game! Claude Opus 5.5 in particular exhibits meaningful improvements in several areas needed to build a compelling game: 3D modeling Music generation (see Scrimshaw Jukebox ) Game design (!) That last one is particularly important. Models have been able to create somet

Quoting Terk Terkowitz

If your work does not benefit from current AI tooling, that is a finding, not a failing. Document why, share it with your community of peers, bring it to your manager, and work to find solutions. An engineer who can explain where AI does not yet help their work is demonstrating the judgement we are asking for. — Terk Terkowitz , An update from Amazon engineering leadership on the role of the developer in the age of AI Tags: amazon , generative-ai , agentic-engineering , ai , llms

GitHub Octoverse 2026

GitHub Octoverse 2026 I'm at GitHub Universe today (GitHub gave me a free ticket through their "GitHub Stars" program). EVP Jay Parikh just announced this year's Octoverse report, and highlighted these numbers in particular: This is a pretty stark representation of the impact of agentic engineering on GitHub. In 2026, merged pull requests tripled in less than a year to 220 million per month. Commits more than tripled to 7.38 billion per month, with most of that increase in the second half of this year. New repository rate doubled this year, to 30.3 million per month. The report includes new numbers by industry, and breaks out numbers for repositories that involve "interoperability or reverse engineering". The methodology section includes notes about how they did this: Top countries by push

Why Agents Love Supabase

Paul Copplestone and Ant Wilson on building the backend for AI agents

[AINews] Anthropic ends Coding Interviews: "Hunger beats tenure"

Since coding is solved, why code for the job?

AI for Science expands to foundations and research institutions

Open call for guest investigators in the life sciences

Anthropic files S-1 with the SEC for proposed initial public offering

Early progress on accelerating drug development with Claude

Expanding our partnership with GSA to bring Claude to all levels of government

Anthropic just launched tools to show companies what their AI spending is buying

The frontier lab is lifting the curtain on how users spend money on its models ahead of a planned IPO.

Systems Thinking Is Vital in the Age of AI

Modern engineering projects increasingly combine human judgment with machine capability. An engineer can define a problem, then ask an artificial intelligence tool to search relevant research and technical standards, generate design options, test them in simulation, and compare the results. The engineer can then bring the results to specialists who understand the parts AI cannot judge on its own, such as whether a design can be built safely, whether it makes sense in a particular setting, or how it might affect its users. The final decision about whether and how to move forward remains a human responsibility. AI can help engineers do early project steps that once required several people with different technical skills. The engineer’s role is therefore expanding from performing each technic

Akai is embracing vibe-coded mods with an open-source MPC

The MPC Sample Key isn't even formally announced yet, but Akai is already showing off what the modding community is cooking up through vibe coding. Akai has decided to embrace the explosion of hackers and custom firmware developers by giving them early access to the device, which will have open-source firmware. It will likely run […]

Voice AI in vogue: Nvidia releases new open transcription model

Nvidia just released a free speech-to-text model that can transcribe up to 40 languages, but it only works on recordings, not live audio, so it’s a big step for meeting and medical transcription tools while still leaving real-time use to rivals like ElevenLabs.

I Put a Bunch of AI Agents in Charge of a Fantasy Soccer Team. They’re Not Better Than Humans—Yet

To experiment with AI’s predictive skills, I let Codex loose on a fantasy team. It tried to bench Erling Haaland at first, but it soon learned the error of its ways.

Apple charges $14,549 for a fully specced touchscreen MacBook Pro

With an OLED display and touchscreen capabilities, it's no surprise that the new MacBook Pro Apple announced today is more expensive than the MBP announced earlier this year. But upgrading the base models that start at $2,899 for the 14-inch, and $3,399 for the 16-inch, with every premium hardware option that Apple offers pushes those […]

Wiz’s CTO on PHP2Shell and the coming ‘vulnpocalypse’

The PHP scare may have faded from your feed, but the cleanup is far from over. Last week, two critical bugs in the open source language behind roughly 70% of websites left organizations scrambling to fix their systems, with some taking sites offline until the vulnerabilities could be patched. According to researchers who found the […]

Readwise is taking on Kindle and Kobo for ebook supremacy

For the last several years, Readwise has been building tools for power readers. There's the eponymous product, Readwise, which stores and categorizes your Kindle highlights to help you remember what you've read. There's Readwise Reader, an app for reading newsletters, PDFs, and web articles you've saved for later. And now there's Readwise Books, a full-fledged […]

As AI agents reshape the web, Google opens Gemini and Search to more apps

A new developer platform will let businesses bring their services to Google's AI experiences, potentially changing how consumers discover and use apps.

Upwind raises $400M after walking away from Datadog acquisition offer

The cloud security startup raised a Series C at a $3.8B valuation, instead of selling itself for the same price.

Hacker stole personnel data about thousands of Homeland Security employees, including CBP and ICE agents

A hacker obtained personally identifiable information about more than 40,000 Homeland Security staffers, which has since been published online.

Adam Mosseri says negativity around AI is ‘going to get worse’

Asked about AI and the trend of college students booing tech CEOs at graduation ceremonies, Instagram head Adam Mosseri acknowledged in an interview that a lot of people really don't like AI, and it's not just young people and creatives. Appearing on the Colin and Samir podcast to talk about the launch of widescreen and […]

Massive Leak Exposes 41,000 Homeland Security Workers—Including Undercover ICE Agents

The leaked records include the locations of ICE and CBP facilities, workers’ cell phone numbers, and the members of groups tied to wiretap programs, Palantir software, and xAI’s Grok chatbot.

How Beta Technologies Is Clearing the Runway for Electric Flight

In the cockpit of Beta Technologies’ Alia CX300, pilot Chris Caputo steers onto Runway 33 at Patrick Leahy Burlington International Airport in Vermont. Cleared for takeoff, he releases the brakes and nudges the throttle forward. At the back of the aircraft, the five-blade pusher propeller snaps awake, and the Alia bolts forward. There’s no shriek of a turbofan spooling up, no shudder of a piston engine, and no wait for thrust. Just the low hum of an electric motor and a shove of instant acceleration. Within a few seconds, we’re at 85 knots (almost 160 kilometers per hour), and Caputo rotates the nose upward. The runway drops abruptly away as we climb. Gaining speed and altitude, we head northwest over Lake Champlain. Through the wraparound canopy, I watch the hunched shoulders of Vermont’s

Vrbo Launches Reserve Now, Pay Later — With a Twist on Airbnb’s Approach

‘We’re Done’: MGM Resorts Ends Merger Talks With Barry Diller’s People Inc.

Marriott Confirms Corporate Job Cuts

Frontier’s Fares Soar, But Spirit’s Exit Hasn’t Fixed Its Profit Problem

10 Dias de Aventura na Namíbia

11-Day Luxury European City Escape

Attractions & media

For DMCs Perfectly priced trips in minutes

For hotel chains A concierge for every guest

11-Day New York to Seattle Road Trip

Bloodied, dazed and angry - how passengers' rail journey turned to disaster in Spain

Survivors of the train crash in Spain have spoken of their shock, panic and anger at the accident in Toledo province on Wednesday.

Netanyahu's bloc leading Israel election but short of majority, partial results show

With 85% of ballots counted, Netanyahu's Likud party and its allies are set to win 53 seats in the 120-seat Knesset.

How did Flávio Bolsonaro end up in Miami?

BBC Verify has pieced together defeated presidential candidate Flávio Bolsonaro's journey through Brazil, Argentina and Ecuador to reach Miami.

Flávio Bolsonaro denies fleeing Brazil after landing in Miami

The defeated Brazilian candidate claims to be the victim of a coup d’état and political persecution, recycling unsubstantiated allegations of “electoral fraud”.

US-Israel war on Iran

No clear winner in Israel election with nearly 90 percent of votes counted

How could Israel break election deadlock? Here are four scenarios

With 85% of votes counted, all signs point to an impasse. The most likely outcome may be new elections.

Girl seriously injured in wolf attack at German wildlife park

The eight-year-old was in an enclosure with other children and a staff member when she was attacked.

• Live Updates Juanma Jiménez/Europa Press/AP

Arab parties on course for 17 seats in Israel election, early results show

Ton Molina/Getty Images

Yamil Lage/AFP/Getty Images

Manu Fernandez/AP

Ronen Zvulun/Reuters

Romania extends pre-trial detention of far-right politician Calin Georgescu

A2 Type adds Louisiana Museum of Modern Art to its repertoire of typefaces for iconic institutions

Rigour and research underpin A2 Type’s typographic system, drawing directly from the museum’s architecture and extensive print archive.

The Amarna letters

Petty disputes, pleas for help and requests for gold – explore letters sent to Egyptian pharaohs more than 3,000 years ago - by Aeon Video Watch on Aeon