language models

AppWizard
July 23, 2026
GitHub will reject command-line support bundle uploads from outdated versions of GitHub Enterprise Server lacking security patches starting August 18, 2026. The npm package @copilot-mcp/apex has been identified as a post-install dropper that installs a macOS infostealer, phishing for sensitive information and maintaining a connection to an attacker's server. A rogue extension on the Microsoft Visual Studio Code marketplace, "Markdown All Pro," impersonates a legitimate tool and opens a backdoor after installation. A phishing campaign targeting Portuguese users delivers the Lampion banking malware, which has been active since 2019. DoubleVerify reports a rise in "AfterCall" apps that exploit user permissions for ad fraud. The GhostCommit attack method hides malicious instructions within PNG images in pull requests. The U.S. government has updated its advisory on Iranian-affiliated cyber activity targeting operational technology devices. An Android app posing as a civil defense alert system has been found to contain malware for data harvesting. An Iranian threat actor is distributing MarkiRAT malware through fake applications. An analysis of 28 AI-coded applications revealed 434 vulnerabilities, prompting Cisco to introduce Antares to identify vulnerabilities in codebases. A Russian-speaking threat actor is dismantling guardrails on AI models to create offensive tools.
AppWizard
July 13, 2026
Audiotool 3.0 has launched, introducing real-time multiplayer music creation capabilities via web browsers and tablets, with mobile applications planned. The update features NEXUS, an open-source SDK that allows users to create their own instruments, plugins, and AI tools within the Audiotool ecosystem. The platform aims to enhance collaboration by addressing issues like device discrepancies and incompatible plugins, boasting the lowest latency among online music production tools. Users can design custom instruments, effects, and applications, and the SDK supports AI integrations. Launch partners for NEXUS include Splice, Ujam, BandM8, and Fraunhofer, and Audiotool is hosting a hackathon series until August 23 to encourage innovation.
Winsage
July 11, 2026
Microsoft has laid off 4,800 employees, particularly in the Xbox division, raising concerns about the effectiveness of its management structure, which includes 14 layers of middle management. A leaked internal project, "Project Aion," proposes a web-native operating system integrated within Microsoft Edge, replacing the traditional Start menu with Copilot. The podcast discusses consumer skepticism regarding AI adoption and the high costs of cloud-based large language models. Upcoming products include the Surface Laptop 8 and Surface Pro 12, which will feature a new 24 GB RAM configuration and more affordable 8 GB options. Additionally, Microsoft has confirmed the discontinuation of the 10-inch Surface Go and Surface Laptop Go lines.
Winsage
July 11, 2026
Microsoft is undergoing significant changes, including layoffs of 4,800 positions primarily in the Xbox division. An internal memo by Asha Sharma revealed 14 layers of middle management within Xbox, raising concerns about leadership effectiveness. The podcast discussed the reasons for the layoffs and management's failure to leverage franchises like Fallout and Minecraft. Additionally, a leak regarding "Project Aion," an experimental web-native operating system for 2024, was mentioned. The hosts also addressed consumer pushback against AI technologies and the associated costs. The anticipated launch of the Surface Laptop 8 and Surface Pro 12 will feature a 24 GB RAM option, while Microsoft has canceled the Surface Go and Surface Laptop Go lines.
AppWizard
June 18, 2026
Epic Games unveiled developments for Unreal Engine 6 at the State of Unreal event in Chicago, highlighting its evolution from Unreal Engine 5. The new engine will incorporate features from Fortnite and UEFN (Unreal Editor for Fortnite), which allows users to create game levels easily. Unreal Engine 6 will adopt open standards for tools, code, and APIs to simplify development across industries. The anticipated release is set for 2027, with early access expected by the end of that year. Verse, a new scripting language, will be central to the gameplay programming model, while C++ will remain foundational. The Scene Graph will replace the existing gameplay framework, and artificial intelligence will play a larger role, with the UE5.8 release introducing the MCP server plugin for deploying large language models.
AppWizard
June 13, 2026
Google has released benchmark results for evaluating AI models in Android coding, revealing that the Gemini 3.5 Flash is the most resource-intensive model but ranks sixth overall. The benchmarks indicate that Gemini 3.5 Flash has higher latency and a 9% performance gap compared to its predecessor, Gemini 3.1 Pro Preview, despite being marketed as a faster alternative. In terms of cost, Gemini 3.5 Flash averages 355.9 tokens per benchmark run at approximately 7.1, while Gemini 3.1 Pro Preview uses only 73.3 tokens at about a third of that cost. The top-ranked models include GPT 5.5, GPT 5.4, and Gemini 3.1 Pro Preview, while Claude Opus 4.7 ranks fourth. The rankings feature both open-weight and closed-weight models, with the list remaining consistent since the last release, except for the removal of GPT 5.3 Codex.
Winsage
June 11, 2026
Microsoft is testing a new feature that allows developers to implement local language models on non-Copilot+ PCs running Windows 11. The Language Model APIs can now operate on any Windows 11 device with a compatible Nvidia GPU, specifically targeting GeForce RTX 30 series and newer models with at least 6 GB of video RAM. This initiative aims to democratize access to AI capabilities across a broader range of Windows 11 PCs, although not all PCs will gain access to exclusive Copilot+ AI functionalities.
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