AI models

AppWizard
May 12, 2026
Intel's Arc Pro B70 graphics card performs comparably to the Nvidia RTX 5060 Ti in traditional raster gaming scenarios but lags behind when ray tracing is enabled. It is not marketed as a gaming GPU but as a cost-effective solution for running local AI models, featuring 32 GB of VRAM at a price point of approximately ,000. The B70 measures 368 mm² and is produced using a TSMC N5-class node, making it larger and more expensive to manufacture than the RTX 5060 Ti, which is built on a 181 mm² chip. The B70 delivers RTX 5060 Ti-level performance but is less appealing in a price-sensitive market due to its size and cost. It has 32 Xe cores, making it faster than the previous generation G21, but still trails the RTX 5070 by 87% in gaming performance.
Winsage
May 11, 2026
Microsoft has rolled out four Windows Insider builds, introduced new hidden features, and revamped the Windows Run feature. Despite these advancements, many Windows 10 users are hesitant to upgrade due to financial constraints. Xbox Mode has received criticism for its performance on dual monitor setups. Approximately 25% of Windows users on Steam are still using Windows 10. Windows 11 will enhance CPU frequency during high-priority tasks, and recent Insider builds have improved touchpad gestures, File Explorer descriptions, and voice-typing interface. Users can now prevent Chrome and Edge from automatically downloading local AI models. Feedback on new features like the Low Latency Profile has been predominantly negative, with users expressing concerns over CPU spikes.
Winsage
May 6, 2026
Microsoft's partnership with OpenAI has shifted from an exclusive agreement to a non-exclusive one, allowing OpenAI to offer its products on various cloud platforms while Microsoft remains its primary cloud partner. Microsoft is facing potential challenges, including its worst quarterly performance since 2008 and internal sales cuts due to low interest in its AI offerings. Despite this, CEO Satya Nadella reported that Microsoft 365 Copilot has reached 20 million paid enterprise seats, with user engagement increasing. However, there are concerns about the willingness of Microsoft 365 and Office 365 users to pay for Copilot. The non-exclusive agreement may weaken Microsoft's competitive edge, as OpenAI can now license its models to competitors. Microsoft is developing its own in-house AI models and has made leadership changes within its Copilot division to secure its position in the AI market. The future of Copilot in Windows 11 remains uncertain, but Microsoft continues to innovate with AI features across its platforms.
AppWizard
May 4, 2026
Google's AICore app enhances on-device AI capabilities for Android users, offering features like text summarization and proofreading. The app's significant storage usage is by design, as it temporarily retains both old and new versions of AI models during updates for reliability, which can lead to storage consumption of up to 11GB. This approach aims to prevent disruptions in functionality during updates. Once the new update is stable, the extra storage will be released automatically. Users are concerned about storage limitations, particularly on devices with 128GB base storage, and are advocating for a standardization of 256GB base storage for AI-enabled Android phones.
AppWizard
May 4, 2026
AICore can temporarily use large storage (up to 11GB) during updates on Android devices. Google retains both old and new AI models for up to three days as a fail-safe during these updates. The storage used is automatically freed once the new AI model is confirmed stable.
Winsage
April 28, 2026
Windows 11 updates have significantly increased in size, with monthly cumulative updates often exceeding 4GB and some approaching 5GB. One update can expand to nearly 9GB when extracted. Microsoft has shifted to delivering Latest Cumulative Updates (LCUs), which include all previous fixes, leading to larger update sizes over time. The introduction of Checkpoint Cumulative Updates aims to reduce this growth by establishing periodic baselines, but the effectiveness has been mixed. The May 2025 cumulative update saw a size increase from approximately 6.5GB to nearly 9GB, with new MSIX files related to semantic search and on-device AI contributing to this growth. Windows Update uses applicability logic to minimize download sizes for users, but enterprises must download full packages, resulting in increased storage costs. The average yearly storage cost for enterprises rose from about 11 GB in 2024 to 52 GB by 2026. Users can check their actual download sizes through the Windows Update settings and Event Viewer logs.
Winsage
April 27, 2026
Microsoft and OpenAI have redefined their partnership, ending Microsoft's exclusivity with OpenAI. Microsoft will continue as OpenAI's primary cloud partner, with products launching on Azure first, but OpenAI can now collaborate with other cloud providers if necessary. Key points include: - Microsoft retains its primary cloud partner status, with OpenAI products debuting on Azure unless Microsoft cannot meet capabilities. - OpenAI can distribute products across any cloud platform. - Microsoft's license to OpenAI's intellectual property is non-exclusive and extends through 2032. - Microsoft will no longer share revenue with OpenAI, while OpenAI will continue payments to Microsoft until 2030, capped at a predetermined total. - Microsoft remains a major shareholder in OpenAI. The partnership has faced challenges, including CEO Sam Altman's brief dismissal in late 2023, which displeased Microsoft CEO Satya Nadella. OpenAI's revenue chief acknowledged Microsoft's foundational support while indicating constraints on OpenAI's engagement with enterprise demands. Both companies are committed to ongoing collaboration amidst growing competition in the AI landscape.
Tech Optimizer
April 26, 2026
Users of Ring's semantic video search can quickly find specific moments in video data, such as "a dog in my backyard" or "a package delivery," using a system that employs PostgreSQL and pgvector for video data handling. The system utilizes vector embeddings to represent visual content, allowing for efficient storage and similarity searches. When a user queries a term, the system converts it into a vector to retrieve similar video frames in under two seconds. Ring's video search operates on a global scale, processing billions of read requests daily across four continents and nine AWS regions, with strict latency requirements for millions of users. Key metrics include storing 100–200 billion embeddings, generating approximately 2 billion new embeddings daily, and maintaining a data footprint of 140–150+ TB across three PostgreSQL clusters.
Tech Optimizer
April 21, 2026
Microsoft asserts that Microsoft Defender Antivirus is sufficient for most Windows 11 users as their sole security solution, following updates to the Windows security framework designed to counteract emerging threats. The current Windows security experience includes features such as real-time protection, cloud-delivered intelligence, smart app control, and cross-platform presence. Microsoft believes that the operating system itself is the most effective guardian of user data, embedding protections directly into the kernel to avoid performance slowdowns associated with external antivirus solutions. Despite this, the cybersecurity sector argues that specialized third-party software remains important, offering features like advanced password management and dedicated identity theft protection that Microsoft Defender lacks. The threat landscape in 2026 is increasingly driven by AI, prompting Microsoft to integrate AI into the Defender engine for proactive threat detection. While Microsoft Defender provides a robust baseline for security, a comprehensive strategy also requires good digital hygiene, strong password policies, and skepticism towards suspicious links.
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