AI framework

Winsage
November 24, 2025
Microsoft is integrating artificial intelligence into Windows 11 with significant updates, including a new AI agent named Copilot Actions designed to assist users and enhance productivity. The update features a "Hey Copilot" wake word for activating Copilot Vision mode, allowing for a hands-free experience. A semantic farewell phrase will enable users to conclude voice sessions seamlessly. The Copilot Vision feature is currently in preview and is expected to roll out more broadly next month. However, a retracted advertisement revealed challenges with Copilot's performance, indicating the need for further refinement of the AI's capabilities.
Winsage
September 29, 2025
Microsoft has launched Windows ML, an AI framework designed to integrate AI models into Windows applications, allowing local inferences on various hardware, including CPUs, GPUs, and NPUs. It abstracts hardware complexities to optimize performance across devices and supports AI formats like ONNX for compatibility with multiple vendors. Windows ML integrates with the Windows App SDK and offers APIs in languages such as C#, C++, and Python, facilitating the development of AI-enhanced applications. Performance benchmarks indicate up to 4x faster inference on NPUs compared to CPUs. The framework aims to create a hybrid AI ecosystem, balancing local and cloud processing. Windows 11’s 24H2 update requires NPU support in Copilot+ PCs, aligning with edge computing trends. Microsoft’s strategy emphasizes cross-hardware compatibility, potentially benefiting enterprise environments. Challenges remain in model training and security, and Microsoft plans to enhance Windows ML with future updates.
Winsage
September 18, 2025
Microsoft's Paint application, introduced in 1985, is receiving significant upgrades in the latest Windows 11 Insider builds, making it more comparable to professional software like Adobe Photoshop. Key features include a new project file format (.paintproject) that allows users to save layered, editable compositions, and adjustable brush opacity for improved transparency control. These updates enhance Paint's capabilities, including previously added layers and transparency support. The changes aim to position Paint as a free alternative to subscription-based tools, potentially impacting Adobe's market share among casual creators and small businesses. Future updates may include full PSD import/export functionality, facilitating better collaboration with Photoshop users.
AppWizard
July 15, 2025
Google's AI security agent, Big Sleep, has identified a vulnerability in SQLite, designated as CVE-2025-6965, which was being exploited by hackers. Enhancements have been made to Google's open-source forensics tool, now operating on the upgraded Sec-Gemini platform for improved log analysis and threat detection. Google is set to unveil FACADE, an insider threat detection system that has monitored billions of daily events since 2018 using contrastive learning. At DEF CON 33, Google will co-host a Capture the Flag event with Airbus, involving AI assistants in security challenges. Google is contributing data from its Secure AI Framework to the Coalition for Secure AI to enhance research in cybersecurity. The AI Cyber Challenge, a DARPA-led competition supported by Google, is nearing its conclusion, with winners showcasing AI tools for identifying and rectifying vulnerabilities in open-source software.
AppWizard
February 25, 2025
Google may replace "Hey Google" with "Hey Gemini" based on findings from the latest beta version of the Google app. This speculation follows the introduction of Gemini, an AI framework, which has been hinted at through various projects, including Project Moohan, where users activate the assistant with "Hey Gemini." During the previous year's I/O event, Project Astra showcased Gemini as a multimodal assistant. Promotional material for the Galaxy S25 series also referred to Gemini as the primary assistant. Currently, "Hey Google" is still in use, but a formal announcement regarding this change may occur at I/O 2025.
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