models Archives

AppWizard

September 6, 2026

I spent months testing the top Android keyboards; one easily replaced Gboard for good

The author initially favored Google Gboard but began exploring alternatives due to declining typing accuracy and clipboard management issues. They found Microsoft SwiftKey's stable version effective for swiping, predictive text, and multi-language support, but were disappointed with its voice input feature. Transitioning to SwiftKey Beta improved voice typing significantly, though it still lacks support for some niche languages and font scaling options. FUTO Keyboard is noted for its privacy and offline functionality but has limited language support and clipboard management. Samsung Keyboard, now the author's primary choice on their Galaxy Tab, offers deep integration with One UI and improved text prediction, though voice input still needs work. Gboard remains competent, especially in voice typing, but the author feels it is becoming less appealing due to data harvesting concerns and limited customization. Currently, the author plans to continue using Microsoft SwiftKey Beta, which meets most of their typing needs.

AppWizard

September 6, 2026

4 Android Auto Apps Every EV Owner Needs To Install

Android Auto provides a range of applications designed to enhance the driving experience for electric vehicle (EV) owners. Key apps include: - A Better Routeplanner (ABRP): A navigation app specifically for EV owners that helps plan road trips by generating trip plans with charging stops, estimated charging times, and projected battery levels. It supports over 1,000 EV models and offers a free version with basic features and a premium version with additional functionalities. - Waze: A versatile navigation app that offers real-time traffic updates, estimated arrival times, and turn-by-turn directions. It can display charging stations along routes and is useful for both long and short trips. - PlugShare: An app that provides a detailed overview of charging stations, allowing users to search for locations compatible with their specific EV. It includes community-driven features for reviews and connections among EV owners. - Electrify America: An app for users of the Electrify America charging network that integrates with Android Auto, enabling drivers to find charging stations and access details directly from their vehicle's display. These apps address common challenges faced by EV owners, such as locating charging stations and planning routes effectively.

Winsage

September 5, 2026

Microsoft engineer says “typing code is absolutely over,” and Windows 11 is already being built that way

David Fowler, an engineer with 18 years at Microsoft, claims that traditional software development methods are becoming obsolete, stating, “Typing code is absolutely over.” He has co-created technologies like SignalR and NuGet and currently leads Aspire, a toolchain for building distributed applications that emphasizes AI-driven development. CEO Satya Nadella noted that AI contributes to 20-30% of the code produced at Microsoft. While developers will still interact with code, manual typing is becoming less central, with a shift towards strategic software engineering tasks. Microsoft Research found that AI-generated suggestions in Visual Studio IntelliCode are often overlooked by developers. GitHub Copilot has evolved to autonomously perform tasks, including building Windows development environments as of February 2026. Linus Torvalds supports AI in Linux development, viewing it as a useful tool. A report from Veracode indicated that about 44% of AI-generated code contains known vulnerabilities, highlighting the need for oversight. Microsoft’s MDASH system uses AI for enhanced vulnerability assessments. Microsoft emphasizes native Windows development through the open-source WinUI 3 framework and provides resources for beginners using Copilot. Project Zenith aims to optimize Windows 11 for developers, supporting local AI-powered development. Fowler's statement signifies a transformation in developers' roles, focusing on strategic aspects rather than typing code, while the need for skilled software engineers remains essential.

Winsage

September 5, 2026

Nvidia & Microsoft push local AI agents on Windows

NVIDIA has enhanced the capability to run AI agents locally on its hardware in collaboration with Microsoft and software partners, coinciding with the launch of new RTX Spark Windows PCs. The installation process for local agent software has been simplified, with improved inference speeds and the introduction of NVIDIA PAIR, which distributes inference tasks across multiple PCs on a local network. Three applications benefiting from these enhancements are Hermes Agent, OpenClaw, and Perplexity Portable Computer, all designed to minimize manual configuration. Hermes Agent offers a one-click local setup for RTX and DGX systems, automatically detecting the GPU and optimizing model selection. OpenClaw simplifies local model setups for RTX GPUs with at least 24GB of VRAM, backed by an open-source community. Perplexity Portable Computer, already available on Linux, is extending support to NVIDIA RTX GPUs and Windows. NVIDIA is also improving performance in the open-source inference stack, achieving throughput increases of up to 1.9 times on GeForce RTX 5090 and up to 1.4 times on DGX Spark clusters. The PAIR software identifies compatible PCs on the same network to optimize computing resources, supporting various hardware configurations. The upcoming RTX Spark Windows PCs, set to launch in October, will include compact desktop and laptop designs featuring Blackwell GPU and Grace CPU architecture. Game publishers like Electronic Arts and Ubisoft are developing titles for these systems. Additionally, CyberLink's PhotoDirector AI PC Mode will integrate local AI processing for creative tasks, emphasizing the trend of migrating generative AI workloads from cloud to local devices. NVIDIA notes that over half of U.S. households have two or more PCs, indicating potential for maximizing computing power.

Winsage

September 4, 2026

Announcing Project Zenith: The ready-to-code Windows experience on developer-class devices

Windows announced Project Zenith, a developer-optimized Windows 11 experience designed for devices with over 64 GB of unified memory and memory bandwidth exceeding 250 GB/s. The project will initially launch with AMD’s Ryzen AI Halo and will include preconfigured Windows setups and a curated selection of development tools. Devices under Project Zenith will allow developers to run models with over 30 billion parameters locally, reducing reliance on cloud resources. Enhancements to Windows 11 include improved performance and a cleaner workspace tailored for coding, with features like pinned Windows Terminal and Visual Studio Code. Project Zenith also integrates the Windows Subsystem for Linux (WSL) and provides a secure environment for developing agentic applications, leveraging OS-enforced identity and Microsoft Execution Containers (MXC). The initiative aims to offer a consistent ready-to-code experience across various devices while responding to developer needs and evolving with advancements in AI and software development.

Tech Optimizer

September 4, 2026

Object Storage + WAL: Lakebase Postgres for the agentic era

Agents interacting with traditional OLTP databases face bottlenecks at the storage layer due to data movement required for operations like deploying instances and managing replicas. Object storage solutions, such as Amazon S3, provide a more efficient and cost-effective alternative. The text discusses two OLTP models: data-centric and transaction-centric. The transaction-centric model emphasizes the importance of transaction history, which Postgres retains through its write-ahead log (WAL). The WAL records every modification before it is committed, allowing for the reconstruction of the database state as of a specific point in time. Lakebase Postgres introduces a two-layer architecture separating compute and storage. The compute layer handles SQL operations, while the storage layer ensures data durability and historical integrity. The WAL is streamed to safekeepers for replication, and the pageserver transforms WAL into materialized pages stored in object storage. This architecture allows for efficient read and write operations without direct interaction with object storage during queries. Key features of Lakebase Postgres include branching, which allows agents to create pointers to specific LSNs without copying data; instant restore capabilities that enable point-in-time recovery; time travel queries for accessing historical data; and read replicas that do not require data duplication. The system also supports scaling down idle compute nodes and eliminates the need for separate copies of data for transactional and analytical processing by storing a single durable copy in object storage. Overall, Lakebase Postgres enhances agent interactions with the database by leveraging object storage as a foundational element.

Winsage

September 4, 2026

Windows 11’s Project Zenith cuts clutter for developers and promises a “distraction-free” experience

Microsoft is launching Project Zenith, which optimizes Windows 11 for developers by preinstalling essential applications and configuring settings tailored for coding. Key features include File Explorer displaying file extensions, hidden files, and the complete path in the title bar. Developer-class devices will run models with over 30 billion parameters locally and will come with tools like Windows Terminal and Visual Studio Code pinned to the Taskbar, along with preinstalled applications such as GitHub Copilot and PowerToys. To qualify as a developer-class device, a system must have a minimum of 64 GB of unified memory and at least 250 GB/s memory bandwidth. Initially, these enhancements will be available on AMD's Ryzen AI Halo devices, with plans for broader availability. All Windows 11 devices will benefit from overall improvements, including reduced memory usage and enhanced functionality in Search and File Explorer.

Winsage

September 4, 2026

Microsoft Announces Project Zenith, A Clutter-Free Windows Experience Meant To Entice Developers

Microsoft has launched Project Zenith to improve the Windows 11 experience for developers, requiring a system with 64GB of RAM. The project will initially be available on AMD's Ryzen AI Halo mini-desktop, with plans for future expansion. It aims to create a distraction-free environment for developers to run models with over 30 billion parameters locally, while simplifying the user experience by pre-installing tools for various programming languages and enabling settings like full file extensions by default. The initiative allows for customization based on individual developer preferences. However, the high hardware requirement may limit accessibility for independent developers, especially amid rising memory prices.

Winsage

September 4, 2026

Microsoft’s Project Zenith is a ‘distraction-free Windows experience’ for developers

Microsoft has launched Project Zenith, aimed at enhancing the developer experience on Windows for devices with 64GB or more of unified memory. At the IFA event, AMD introduced the first Project Zenith device, a compact PC powered by Ryzen AI Halo chips. These devices come with a preconfigured Windows setup for development and tools such as Visual Studio Code, GitHub Copilot, PowerToys, WinAppCLI, and Windows Dev Skills. The File Explorer has been optimized for developers, displaying file extensions and hidden files, and unnecessary notifications have been disabled. Project Zenith is a response to developer feedback regarding their needs from Windows.

AppWizard

September 4, 2026

Google’s Scam Detection feature is expanding to even more Android brands

Google's Scam Detection feature, initially available only on Pixel devices, is expanding to more Android smartphones, currently accessible on the Galaxy S26 series and potentially coming to vivo phones. Recent findings from the Google Phone app's public beta indicate that Xiaomi may also support this feature, with the Xiaomi 18 Fold being a possible candidate for the initial rollout, although it is currently confirmed only for release in China. Google's Scam Detection uses on-device AI to analyze incoming calls for potential scams, aiming to enhance user security. The feature is still in beta and may have flaws, but improvements are expected as Google refines the technology.