consumption

AppWizard
May 22, 2026
The Audible app for Android, version 26.19.13, has a significant bug affecting cloud syncing and license verification, causing it to fail to recognize downloaded audiobooks. Users are experiencing repeated downloads over mobile networks despite setting preferences to Wi-Fi only, leading to excessive storage consumption of over 26GB on some devices. This issue is particularly problematic for users with limited data plans, as it depletes their data allowances quickly.
AppWizard
May 21, 2026
Google has updated its "Android Bench" rankings, introducing new AI models for Android app development, including open-weight models. The latest rankings, as of May 18, 2026, show GPT 5.5 at the top, surpassing GPT 5.4 and Gemini 3.1 Pro by nearly 2%. The update provides metrics such as average latency, total tokens used, and average cost per benchmark run. GPT 5.5 has a score of 74, with an average latency of 15.5, total tokens of 64.5, and an average cost of .9. In comparison, GPT 5.4 has a score of 72.4, with an average latency of 21.2, total tokens of 64.2, and an average cost of [openai_gpt model="gpt-4o-mini" prompt="Summarize the content and extract only the fact described in the text bellow. The summary shall NOT include a title, introduction and conclusion. Text: Google has refreshed its “Android Bench” rankings, unveiling a new lineup of AI models tailored for Android app development. This update introduces several “open-weight” models and provides deeper insights into the performance metrics, including token usage and associated costs. Large language models have increasingly demonstrated their prowess in coding, significantly enhancing the app development process. This trend has given rise to what is now known as “vibe coding.” Earlier this year, Google released a benchmark ranking that evaluated the top AI models for Android development, focusing on common tasks and adherence to best practices. Initially, the rankings were led by Gemini 3.1 Pro, with OpenAI’s GPT 5.4 later sharing the spotlight. However, as of the latest update on May 18, 2026, a new contender has emerged. GPT 5.5 has claimed the top position, surpassing GPT 5.4 and Gemini 3.1 Pro by nearly 2%. This update also enhances clarity by presenting average latency, total tokens utilized, and the average cost associated with each AI model. Google has provided documentation detailing the methodology behind these metrics. Average Latency: Time taken to complete 100 tasks across 10 runs Average Total Tokens: Token consumption for a complete benchmark run across 10 iterations Average Cost: Cost per benchmark run in US dollars at the time of testing While GPT 5.5 boasts superior performance, it comes at a cost—over twice that of Gemini 3.1 Pro for equivalent functions. Here’s a look at the top ten models based on Google’s latest data as of May 21, 2026: Model Score Avg Latency Avg Total Tokens Avg Cost New: GPT 5.5 74 15.5 64.5 3.9 GPT 5.4 72.4 21.2 64.2 .7 Gemini 3.1 Pro Preview 72.4 11.5 75.4 .0 New: Claude Opus 4.7 68.7 11.6 90.0 4.3 GPT 5.3 Codex 67.7 11.2 71.4 .6 Claude Opus 4.6 66.6 9.9 69.5 .4 GPT 5.2 Codex 62.5 24.3 124.4 1.9 Claude Opus 4.5 61.9 12.5 79.8 2.5 Gemini 3 Pro Preview 60.4 9.8 117.0 .7 New: GLM 5.1 59.7 33.4 80.2 .7 The rankings now feature a wider array of open-weight models, including Gemma, Qwen, DeepSeek, and MiMo, among others. GLM 5.1 has emerged as the highest scorer among these newcomers, closely followed by Kimi K2.6. Google is committed to updating the “Android Bench” on a monthly basis. With the anticipated release of Gemini 3.5 Pro and the already available 3.5 Flash, the competitive landscape will be intriguing to watch as Google seeks to reclaim its lead against OpenAI's advancements. More on Android: Follow Ben: Twitter/X, Threads, Bluesky, and Instagram FTC: We use income earning auto affiliate links. More." max_tokens="3500" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" frequency_penalty="frequency_penalty"].7. Gemini 3.1 Pro has the same score as GPT 5.4 but with different latency and token metrics. The rankings also include other models like Claude Opus 4.7, GPT 5.3 Codex, and GLM 5.1, which has emerged as the highest scorer among newcomers. Google plans to update the rankings monthly.
AppWizard
May 19, 2026
Google has introduced enhancements to its Gemini platform, including the Daily Brief feature that curates personalized morning digests using Gmail and Calendar data. The Gemini app for macOS will receive upgrades with Gemini Spark, which automates workflows involving local files and desktop tasks. Additionally, Android Halo will display live AI agent activity on phones, allowing users to monitor tasks without interrupting their workflow. Android Halo will be compatible with Gemini Spark and other AI agents later this year, with advanced capabilities expected for devices powered by Gemini Intelligence.
Winsage
May 19, 2026
Microsoft is launching the Driver Quality Initiative (DQI) to improve the quality of Windows 11 drivers, which are crucial for the operating system's performance. The initiative includes four pillars: encouraging the use of safer user-mode drivers, implementing rigorous partner verification processes, enhancing the Windows Update catalog, and focusing on stability and performance. Microsoft plans to collaborate with partners like AMD and Intel to achieve these goals. AMD's Director of Software Engineering emphasized that driver quality is a shared commitment. Additionally, Microsoft aims to enhance Windows 11 by reintroducing features like a movable taskbar and improving performance for lower memory devices, with gradual improvements expected in the coming months.
Winsage
May 19, 2026
Microsoft has acknowledged that faulty third-party drivers have caused significant battery drain and performance issues in Windows 11 and earlier versions. This issue, referred to as a "blind spot," has affected users through high latency, audio glitches, graphics errors, and micro-stuttering. To address this, Microsoft is implementing a more rigorous driver evaluation process that assesses the impact of drivers on power consumption and performance. Changes include improved battery management during standby mode, enhanced scrutiny of driver performance, early collaboration with developers, a stricter approval process for third-party drivers, and an automatic rollback feature via Windows Update to revert to older, compliant drivers.
Winsage
May 18, 2026
Several hundred million Windows 11 users are experiencing frustrations due to the absence of Microsoft features like Recall and Cocreator, which are only available on Copilot+ PCs. Microsoft has divided Windows 11 into two tiers, with the latest AI functionalities requiring specific hardware known as Copilot+ PC. To qualify, a device must have: - An NPU capable of at least 40 TOPS - A minimum of 16 GB of RAM (DDR5 or LPDDR5) - At least 256 GB of SSD storage - Windows 11 version 24H2 or newer - A processor from specific families: Qualcomm Snapdragon X series, Intel Core Ultra 200V (Lunar Lake), or AMD Ryzen AI 300 series Many PCs lack these features due to missing NPUs, insufficient TOPS ratings, unsupported processor generations, outdated Windows versions, rollout delays, or regional limits. Features locked behind Copilot+ include Recall, Click to Do, Cocreator in Paint, Windows Studio Effects, Live Captions with Translation, Improved Windows Search, and Auto Super Resolution. To check for Copilot+ compatibility, users can verify the presence of an NPU in Task Manager, ensure they have Windows 11 version 24H2 or newer, and confirm their processor against the approved list. While some workarounds exist to enable features on unsupported PCs, they are often unstable and not recommended for primary use. Most users may not need to upgrade their laptops unless they require on-device AI features or their current device is significantly outdated. The AI feature gap is not currently critical for most users, as many features are optional or not essential.
AppWizard
May 18, 2026
O'Rielly, a developer of Subnautica 2, suggested that players seeking a violent gaming experience might prefer other titles like Sons of the Forest, which led to mixed reactions from fans. Players expressed frustration over the lack of options to defend against aggressive marine life, prompting O'Rielly to assure the community that this issue would be addressed in an upcoming update. He also acknowledged a fan's gratitude for the game and emphasized the team's commitment to continuous updates and enhancements leading up to the game's full release.
AppWizard
May 15, 2026
Developers are rapidly creating quick-hit games inspired by various mechanics, with 257 new roguelites released on Steam in the past month. One notable title is Pin-Crawl, which introduces a roguelite twist to pinball gameplay, featuring upgrades that create chaotic effects and unique spells for strategic advantages. Although its visuals may not match those of established titles, it offers innovative gameplay mechanics, including stats, bosses, and meta progression. Pin-Crawl aims to deliver quick, engaging sessions, appealing to players' nostalgia for pinball while blending it with roguelite elements.
Winsage
May 13, 2026
Steven Sinofsky, former head of the Windows Division at Microsoft, discussed the company's engineering culture and its focus on resource management from 1980 to 2000, where every engineer was given a physical stopwatch to measure various performance metrics. This practice emphasized optimizing software for speed and efficiency, a stark contrast to modern applications that consume significant RAM due to shifts in market dynamics and hardware advancements. The current trend prioritizes rapid feature deployment over optimization, leading to performance issues in applications. Microsoft is responding to criticism by enhancing the performance of Windows 11, focusing on native desktop applications and optimizing core components, including the Start menu and File Explorer. They are also testing new CPU scheduling profiles to reduce micro-lags during user interactions.
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