interoperability Archives

Tech Optimizer

January 31, 2026

Waystar Holding Taps EDB Postgres AI To Power Next‑Phase Growth

Waystar Holding (NasdaqGS:WAY) is integrating EDB Postgres AI into its healthcare payments platform to improve reliability and operational performance. This platform processes transactions for about half of the U.S. patient population. The adoption of EDB Postgres AI is expected to enhance efficiency in serving hospitals, clinics, and insurers. Waystar has previously embraced AI through its AltitudeAI offerings and the acquisition of Iodine Software, aligning with a broader initiative toward AI-driven automation. The partnership with EDB may improve processing reliability and streamline new automation features, but there are risks related to execution and competition from other companies enhancing their AI capabilities. Future metrics to monitor include uptime, processing speed, and the adoption of AI-driven workflows.

Winsage

January 5, 2026

Microsoft Bets on Windows as AI Agent Hub to Revive Dominance

Microsoft Corp. is redefining its Windows operating system as a central hub for artificial intelligence agents, aiming to create an ecosystem where AI can autonomously manage tasks and integrate into user workflows. This strategy, announced in 2025, seeks to attract developers by providing tools like Agent 365 for proactive task management. However, challenges related to privacy, security, and user trust persist, as AI agents require extensive access to personal data. Microsoft is embedding AI agents at the OS level, allowing third-party developers to deploy agents that interact with Windows features. The company’s ecosystem includes Azure AI Foundry and Copilot Studio, which support agent development. Despite having 1.4 billion devices, Microsoft faces competition from Apple and Google, and must navigate privacy concerns and regulatory scrutiny. The success of this initiative depends on developer adoption and user acceptance, with potential risks of job displacement and over-reliance on automation.

Winsage

January 1, 2026

Windows Reborn: Microsoft Moves Copilot into the Kernel, Launching the Era of the AI-Native OS

Microsoft is transitioning its Windows operating system to an "AI-native" platform, embedding AI capabilities directly into the Windows kernel, marking a significant architectural shift not seen in three decades. This new approach, called the "Agentic OS," allows AI to manage files, system settings, and workflows proactively. The updated kernel, partially rewritten in Rust, includes a new NPU-aware scheduler that treats the Neural Processing Unit as a primary resource. Microsoft has introduced "Agent Workspace" and "Agent Accounts" for autonomous agents, ensuring actions are logged and audited for compliance. Communication between agents and the system is facilitated by the Model Context Protocol (MCP). Hardware requirements for the new OS have increased, with benchmarks set for NPUs achieving 80 to 100 TOPS. Major PC manufacturers are adjusting their portfolios to accommodate "Agentic PCs." The competitive landscape is evolving, with companies like Alphabet and Apple developing their own AI-native platforms. The introduction of the AI-native kernel raises privacy and security concerns, with Microsoft implementing measures to restrict third-party access to the kernel. Future updates may include "self-healing" capabilities and "Cross-Device Agency," leading to a more integrated personal AI experience.

Winsage

December 24, 2025

Microsoft engineer says Windows isn’t being rewritten to Rust with AI

Galen Hunt, a Distinguished Engineer at Microsoft, has proposed a plan to phase out all C and C++ code within the company, emphasizing that this initiative is focused on developing technologies for smoother transitions between programming languages rather than a complete rewrite of Windows in Rust. Microsoft aims to eliminate technical debt and address memory-related vulnerabilities, which account for about 70 percent of vulnerabilities in its products, by adopting Rust, a language known for its memory safety features. The company is leveraging advanced tooling and AI to facilitate the transition, and Hunt is seeking a Principal Software Engineer with Rust expertise to support these efforts. Microsoft’s commitment to Rust reflects a broader trend of increasing adoption of the language, with significant growth in enterprise settings. Major tech companies are also integrating Rust into their infrastructure, highlighting its importance for critical systems.

Winsage

December 24, 2025

Microsoft engineer says Windows isn’t being rewritten to Rust with AI

Galen Hunt, a Distinguished Engineer at Microsoft, has proposed to eliminate all C and C++ code within the company, focusing on transitioning to Rust. This initiative aims to address technical debt and improve memory safety, as C and C++ are responsible for approximately 70% of vulnerabilities in Microsoft products. Microsoft plans to leverage AI and modern tooling to facilitate this transition, which includes rewriting portions of the Windows kernel in Rust. Hunt is seeking a Principal Software Engineer with Rust expertise to support this effort. The adoption of Rust is growing globally, with a reported 2.3 million developers using it, and major tech companies are increasingly integrating it into their infrastructure.

Tech Optimizer

December 16, 2025

EnterpriseDB updates WarehousePG with features that fuel AI

EnterpriseDB has introduced new features for EDB Postgres AI for WarehousePG, including per-core pricing and real-time data streaming. WarehousePG is an open-source PostgreSQL data warehouse derived from the Greenplum Database project, part of the EDB Postgres AI platform launched in May 2024. The enhancements include: - Real-time streaming data capabilities for immediate access to data for AI applications. - A predictable per-core pricing model to help manage AI development costs. - Improved data observability and sovereignty features with flexible deployment options across cloud and on-premises environments. These updates aim to address financial pressures associated with AI development, as enterprises increasingly invest in AI technologies. The per-core pricing model stabilizes costs compared to consumption-based models, while the data streaming capabilities support modern AI workflows. The update also includes an AI-ready architecture, flexible deployment options, and data governance features.

AppWizard

December 2, 2025

WhatsApp Launches EU Interoperability for Encrypted Cross-App Messaging

Meta Platforms Inc.’s WhatsApp is rolling out interoperability features across Europe, allowing users to send messages to individuals on third-party applications starting in November 2024. This initiative is in response to the European Union’s Digital Markets Act (DMA), which requires dominant tech companies to enhance competition by opening their platforms. Users will be able to communicate while maintaining end-to-end encryption, a process that has taken over three years to develop. Users must opt-in to receive messages from third-party applications, and the initial rollout is limited to specific partners. The interoperability allows for sharing text, images, voice messages, videos, and files. Meta's engineering team adapted WhatsApp's infrastructure to accommodate external services while upholding encryption standards. Concerns have been raised about potential security vulnerabilities and the implications of proposed regulations like "Chat Control" that could conflict with encryption efforts. This development could influence competitive dynamics in the messaging sector, providing smaller applications like BirdyChat and Haiket visibility by integrating with WhatsApp’s large user base. Compliance with the DMA helps Meta avoid fines while risking dilution of WhatsApp's market dominance. Privacy implications are a significant concern, with discussions around how interoperability could facilitate surveillance or compromise user security. Meta's journey involved regulatory oversight to ensure compliance with DMA objectives, and the success of this initiative could set a precedent for global standards in digital communication.

AppWizard

November 22, 2025

Five Android apps to challenge Google Fit

Google Fit is a foundational tool for Android users, but many are looking for more comprehensive fitness insights and community engagement. Alternative applications provide enhanced features and deeper analytics tailored to various training styles. Strava is a social platform for endurance athletes with over 100 million users, offering features like segment leaderboards and route planning, making it ideal for GPS-centric sports. Samsung Health integrates sleep coaching, stress metrics, and body composition estimates, providing a holistic dashboard for daily monitoring, especially effective with Galaxy devices. MyFitnessPal focuses on nutrition and weight goals, featuring a database of over 14 million foods for easy meal logging and customizable macro goals. Hevy is designed for strength training, offering a streamlined logging system for workouts and progress tracking, with a lightweight social component. AllTrails caters to hikers and trail runners, providing access to over 400,000 curated routes and safety features, including offline maps and GPS tracking. Users can choose an app based on their primary fitness goals, with options for GPS and community engagement, overall wellness, nutrition tracking, strength training, or outdoor adventures, all benefiting from data interoperability through Health Connect by Android.

Tech Optimizer

November 17, 2025

Introducing pg_lake: Integrate Your Data Lakehouse with Postgres

pg_lake is a tool developed by the team at Crunchy Data, now part of Snowflake, that provides a native Postgres experience for working with open data lakehouse formats like Iceberg and Parquet. The initiative began with the launch of Crunchy Bridge for Analytics over 18 months ago, aimed at addressing the fragmentation of data between Postgres databases and object storage. The decision to open source pg_lake is intended to establish a standard for the Postgres ecosystem, empower developers to create modern applications, and demonstrate Snowflake's commitment to enhancing Postgres capabilities. pg_lake is now available for exploration and use by developers.

Winsage

November 13, 2025

Cameyo by Google Brings Virtual App Delivery to Chrome, ChromeOS Enterprise

Google has launched its Cameyo Virtual App Delivery service for enterprise customers using Chrome, ChromeOS, and ChromeOS Flex. This service focuses on delivering only the necessary applications rather than a full desktop environment, providing secure access across devices. Cameyo allows enterprises to stream legacy Windows and Linux applications as Progressive Web Apps (PWAs) within the Chrome web browser, integrating seamlessly with native ChromeOS and Android applications. Google acquired Cameyo in 2023 to enhance its virtualization offerings. The service also enables the integration of Gemini AI capabilities into legacy applications, improving productivity by summarizing documents and recalling user context.