Gemini Omni 1.2 Flash 正式可用:视频能聊着改,最长 15 秒
Today, we're rolling out Gemini Omni 1.2 Flash, and making it generally available across the Gemini API and Gemini for business. Gemini Omni 1.2 Flash introduces native 15-second video creation, multi-turn conversational editing capabilities, and enhanced reference following.
We have dropped the price 30% from Gemini Omni 1.1 making it available at $0.07 per second for 720p video.
You can now generate and edit videos natively up to 15 seconds long, up from 10 seconds with Omni 1.1. You can also specify duration in one-second increments from 3 to 15 seconds, giving you room to tell complete stories, create product explainers, or produce full social ad spots in a single generation.
You can refine the same clip turn by turn — such as swapping a product or background, changing the lighting or weather, or switching the aspect ratio — instead of starting over from scratch. Multi-turn conversational editing works across full 15-second clips, making it easy to produce ad variants for different audiences and placements without re-briefing or re-generating.
OpenAI GPT-6 Cyber:一条流水线 30 小时验证 948 个 Linux 提权漏洞
We're introducing GPT-6 Cyber, a major leap in security research: more capable at finding and fixing vulnerabilities, and far more reliable staying within the boundaries researchers set. GPT-6 Cyber delivers major gains on key cybersecurity benchmarks over GPT-5.6 Cyber, including a 51% relative improvement on ExploitGym and a step function improvement when tested on staying within scope.
On ExploitGym, which tests whether models can exploit a specified vulnerability, GPT-6 Cyber scores 48.5%, up from 32.1% for GPT-5.6 Cyber. It also follows task boundaries more reliably: in a separate alignment evaluation, GPT-6 Cyber avoided exploiting out-of-scope services in 99.93% of tests without its deployment prompt, and 100% with this prompt.
Our researchers used GPT-6 Cyber to develop 948 privilege escalation exploits in Linux and identify 81 previously unknown high-severity vulnerabilities in Firefox, despite extensive prior testing with frontier models.
GPT-6 Cyber reproduced 1,724 vulnerabilities and developed working exploits for 948—more than five times the 166 exploited by GPT-5.6 Sol using the same research harness.
Claude Personal Finance 内测:只读接银行账单,先只给美国付费用户
Getting answers about your money no longer means opening every banking app and doing the math yourself. With Personal Finance in Claude, you can securely connect your bank and card accounts and ask in your own words. Access is read-only, and Personal Finance can't move, manage, or invest your money.
Personal Finance starts rolling out in beta this week, on the Pro, Max, and Ultra plans in the US.
Say it's late in the month and payday is still 10 days away. When you ask Claude, "Where did my money go this month?" it adds up your spending across the accounts you connected and sorts it by category. In this example, that comes to $4,309.37, with more than half going to rent and utilities and $1,024.51 to food and drink.
Claude's access is read-only. Personal Finance helps you understand your money, and it isn't designed to give investment advice. Claude can make mistakes in its answers, so ask which transactions are behind a number, and check important figures with your bank.
Kimi K3.1 Pro 开源权重发布:2.8T MoE,瞄准长程 Agent
Kimi K3.1 Pro is an open-weight, natively multimodal agentic model, and our most capable 3T-class model to date. Post-trained from Kimi K3 with large-scale joint reinforcement learning across hundreds of downstream domains, it is the first model in the K3.1 series. With a 1-million-token context window, Kimi K3.1 Pro delivers substantial improvements in coding, 3D creation, financial research, factual accuracy, and other agentic capabilities.
Compared with Kimi K3, we replace the full-attention Gated MLA layers with Gated DeepSeek Sparse Attention (Gated DSA) layers for more efficient long-context modeling.
You can access Kimi K3.1 Pro's API on https://platform.kimi.ai by selecting `kimi-k3.1-pro`, and we provide OpenAI/Anthropic-compatible API for you.
腾讯 Hy4:770B 开源旗舰,带视觉推理和电脑操作
Tencent today announced the release of Tencent Hy4, its latest-generation large language model, marking a significant leap in performance and capabilities that now ranks it among the world's leading open-source AI models. Tencent Hy plans to release model weights and system cards in the coming days, reinforcing its commitment to responsible open-source AI development, with a focus on cybersecurity and biological safety.
The new model also introduces visual understanding capabilities for the first time, alongside major improvements in instruction following, long-context comprehension and long-horizon agentic tasks, delivering stronger overall performance across a diverse set of applications.
Additionally, Hy4 introduces computer-use capabilities for the first time, enabling it to interact with both command-line interfaces and graphical user interfaces to perform a wide range of work and everyday tasks. The model has undergone specialized training on professional software such as Blender and CAD, significantly enhancing its ability to plan and execute long-horizon and sophisticated tasks.
Despite significant performance improvements over Hy4 Preview, Hy4 maintains the same pricing: approximately US$0.90 per million input tokens, US$2.70 per million output tokens and US$0.045 per million cached input tokens.
Google 和 Anthropic 同时开源 Agent Skills:Agent 的能力开始有标准件
Skills are folders of instructions, scripts, and resources that Claude loads dynamically to improve performance on specialized tasks. Skills teach Claude how to complete specific tasks in a repeatable way, whether that's creating documents with your company's brand guidelines, analyzing data using your organization's specific workflows, or automating personal tasks.
This repository contains skills that demonstrate what's possible with Claude's skills system. These skills range from creative applications (art, music, design) to technical tasks (testing web apps, MCP server generation) to enterprise workflows (communications, branding, etc.).
Each skill is self-contained in its own folder with a `SKILL.md` file containing the instructions and metadata that Claude uses. Browse through these skills to get inspiration for your own skills or to understand different patterns and approaches.
Many skills in this repo are open source (Apache 2.0). We've also included the document creation & editing skills that power Claude's document capabilities under the hood in the `skills/docx`, `skills/pdf`, `skills/pptx`, and `skills/xlsx` subfolders.