# Nov 19, 2025

- **Gemini 3** is Google's most advanced AI model, enhancing **reasoning** and **multimodal capabilities**, enabling users to bring any idea to life across various Google products like the Gemini app and Vertex AI.

- **MAKER** is the first system to solve a task with **over one million LLM steps** without errors, showcasing a breakthrough in long-range task execution.

- **Gemini 3 Pro** enhances capabilities from Gemini 2.5, featuring **1 million input tokens** and **64,000 output tokens**, with improved performance in multimodal tasks including audio transcription and image processing.

- **MMaDA-Parallel** introduces a **parallel multimodal diffusion framework** that enhances text-image generation by allowing continuous interaction between modalities, addressing performance degradation in complex tasks due to error propagation.

- **SAM 3** introduces advanced features in AI technology, enhancing user interaction and experience through improved algorithms and user interface design. For more details, visit the [official article](https://ai.meta.com/sam3/).

- **Mojo-V** introduces a **privacy-oriented RISC-V extension** that enables secure, efficient secret computation by utilizing dedicated secret registers and third-party key encryption, achieving **5-7 orders of magnitude** performance improvement over fully homomorphic encryption (FHE).

- **Segment Anything Model 3 (SAM 3)** introduces a **unified framework** for detecting, segmenting, and tracking objects in images and videos using **concept prompts**, significantly enhancing **Promptable Concept Segmentation (PCS)** with a dataset of **4M unique labels**.

- **Researchers from the University of Vienna uncovered a significant privacy vulnerability in WhatsApp's contact discovery mechanism**, enabling the enumeration of 3.5 billion accounts across 245 countries, which has since been mitigated by Meta.

- **Microsoft, NVIDIA, and Anthropic** have formed a strategic partnership to scale Anthropic's Claude AI model on Azure, with Anthropic committing to purchase **$30 billion** in Azure compute capacity and up to **1 gigawatt** of additional capacity.

- **DeepClause** is a **neurosymbolic AI system** that integrates **symbolic reasoning** with **neural language models**, enabling agents to perform complex logic and multi-step reasoning through its **Prolog-based DSL**, DML (DeepClause Meta Language).

- **Reproducible baselines** for human action recognition achieve **87.05%** accuracy on UCF-101 and **88.5%** on Stanford40, providing a reliable starting point for researchers with **pretrained models** available on HuggingFace.

- **NVIDIA and Microsoft are enhancing AI capabilities** by integrating next-generation technologies, including the **NVIDIA Spectrum-X Ethernet switches** and **RTX PRO 6000 Blackwell GPUs**, to power the new **Microsoft Fairwater AI superfactory** for large-scale AI training and inference.

- **Cornserve** is an **open-source platform** designed to serve complex **any-to-any multimodal AI models**, such as Qwen 3 Omni, by utilizing a **microservices architecture** that enhances flexibility and scalability.