AI workloads Archives

Tech Optimizer

June 11, 2026

As the Agentic Era Reshapes the Data Layer, Enterprises Build Their Sovereign Foundation on EDB Postgres® AI

EnterpriseDB (EDB) has reported a significant increase in global adoption of its EDB Postgres® AI (EDB PG AI) platform, indicating a trend among enterprises to standardize operations on a robust platform for managing mission-critical workloads. Research by MIT Technology Review Insights, in collaboration with EDB, shows that AI and data sovereignty are critical predictors of success in AI initiatives, with organizations prioritizing control over their data achieving a fivefold return on investment. The Industrial Bank of Korea (IBK) transitioned 15 core systems to EDB PG AI for greater operational flexibility and cost efficiency, reducing licensing costs compared to Oracle. Shinhan EZ Insurance migrated its entire core system to the public cloud to ensure uninterrupted service. Other enterprises leveraging EDB PG AI include MNTN, Euronext FX, and Kyobo Book Centre, which have benefited from enhanced stability, reduced vendor risk, and improved compliance. EDB is recognized as a leader in the field and will host a global digital event titled "The Era of Agentic AI Data" on June 25. EDB Postgres® AI is positioned as an open, enterprise-grade sovereign data and AI platform, supporting secure, compliant, and scalable solutions across various environments.

Tech Optimizer

June 9, 2026

Tiger Data Launches Ghost, a Purpose-Built Database Service for the Agentic Era

Tiger Data has launched Ghost, a database service designed specifically for AI agents, addressing the limitations of traditional databases in supporting AI-driven workflows. Ghost allows for isolated environments where agents can experiment without affecting shared resources, offering unlimited Postgres databases with rapid forking capabilities. It features a cost-effective per-query pricing model and includes a free tier with 100 compute hours per month and 1TB of storage. Ghost is compatible with various MCP-enabled agent harnesses and is built on Postgres, providing a familiar operational model for teams. Comprehensive documentation and deployment resources are available at tigerdata.com.

Winsage

June 9, 2026

Hybrid AI Agents, Orchestration, and the Real Reason Microsoft is Fixing Windows 11 ⭐

Over the past weekend, the author reviewed session videos from Build 2026, focusing on Windows 11. The sessions were categorized into three areas: Windows app development, developer productivity, and agentic AI. The introduction of hybrid agents, which combine local AI sub-agents, was a notable development. Microsoft's partnership with Qualcomm led to the launch of Windows 10 on Arm-based PCs branded as Always Connected PCs, which evolved into Copilot+ PCs with Nuvia-powered chips for Windows 11. The Copilot+ PCs emphasize on-device AI experiences through powerful neural processing units (NPUs). The introduction of second-generation Snapdragon X2-based PCs is underway, although adoption is slower than expected. Microsoft confirmed that Windows 11 will integrate AI agents, including local AI agents and hybrid agents. The capabilities of local AI models are being enhanced, and Windows AI APIs will now support CPUs and GPUs. New Nvidia chipsets will enable large language models to run locally on PCs. The orchestration of local and cloud AI components is essential for efficient AI workload management. Microsoft is addressing user pain points to support a robust local foundation for hybrid AI, aiming to improve Windows 11 overall.

Winsage

June 6, 2026

Optimize battery and performance on Windows 11 Pro for modern hardware

Modern laptops are powered by advanced processors like Intel Core Ultra, AMD Ryzen AI, and Snapdragon X, which enhance performance and battery life. Windows 11 Pro plays a crucial role in optimizing these devices by intelligently scheduling workloads between performance and efficiency cores, improving multitasking and responsiveness while conserving energy. Devices running Windows 11 Pro, such as Copilot+ PCs, utilize dedicated Neural Processing Units (NPUs) for AI tasks, enhancing system efficiency. Users can customize power settings in Windows 11 Pro to balance performance and battery longevity, with options like "Balanced" and "Best Performance" modes. Windows 11 allows users to manage startup applications to reduce background activity, improving responsiveness and power usage. The Energy Saver mode helps extend battery life by reducing background activity when on battery power. Regular software updates through Windows Update improve performance and stability, while features like Dynamic Refresh Rate optimize display settings for battery conservation. Windows 11 Pro includes security features that protect devices without hindering performance. Users can assign specific applications to use either integrated or dedicated graphics for optimal performance. Storage Sense automatically cleans up temporary files to maintain system responsiveness.

Tech Optimizer

June 6, 2026

Azure HorizonDB Enters Public Preview: Web IQ Already Powers Copilot and ChatGPT

Microsoft announced the public preview of Azure HorizonDB, a fully managed PostgreSQL-compatible database designed for agentic AI workloads, during Microsoft Build 2026 in San Francisco. HorizonDB features a "database-as-logs" architecture, allowing for sub-millisecond multi-zone commit latency and independent scaling of compute and storage. It incorporates a Rust-based storage engine, native DiskANN vector search, and in-database AI model invocation. Additionally, Microsoft launched Web IQ, a web-grounding API layer integrated into Microsoft Copilot and OpenAI's ChatGPT, which provides passage-level structured evidence objects rather than full documents. Web IQ is model-agnostic and aims to enhance information density and reduce costs. Both services are currently in limited availability, with HorizonDB open for preview signups across five Azure regions.

Tech Optimizer

June 6, 2026

PostgreSQL vs SQL Server 2026: $0 vs $15K License

PostgreSQL has become the most utilized database for developers for two consecutive years as of 2026, while SQL Server has introduced native AI capabilities and vector search functionalities in its latest release. PostgreSQL is favored for new projects due to its permissive licensing, cross-platform operation, and extensive ecosystem of extensions, whereas SQL Server is preferred by organizations already using Microsoft products for its robust tooling and enterprise support. As of June 2026, SQL Server ranks third in the DB-Engines popularity ranking with a score of 698, while PostgreSQL ranks fourth with a score of 688. Developer adoption trends show that 49% of respondents in the Stack Overflow 2024 Developer Survey use PostgreSQL, compared to 27% for SQL Server. The latest stable version of PostgreSQL is 18.4, released on May 14, 2026, while SQL Server 2025 (version 17.x) became generally available on November 18, 2025. PostgreSQL is free under a permissive license, while SQL Server's Enterprise Edition can cost upwards of ,123 per two-core pack, with an eight-core minimum. PostgreSQL supports various operating systems, including Linux, Windows, macOS, and BSD, while SQL Server operates on Windows and Linux. PostgreSQL uses PL/pgSQL as its primary procedural language, allowing for multiple procedural languages, whereas SQL Server uses T-SQL. PostgreSQL's JSONB type offers rich indexing, while SQL Server added native JSON support in its 2025 release. Both databases are capable of handling high transaction volumes, but PostgreSQL excels in read-heavy scenarios due to its multi-version concurrency control, while SQL Server's columnstore indexes provide advantages for analytical workloads. PostgreSQL supports tables up to 32 TB, while SQL Server can handle a maximum database size of 524 PB. SQL Server's high availability technology includes Always On Availability Groups, while PostgreSQL offers built-in streaming and logical replication. The security features of both databases meet enterprise standards, with PostgreSQL providing a transparent patching process and SQL Server integrating with Microsoft tools. Real-world usage examples include Stack Overflow using SQL Server, while Instagram and Reddit utilize PostgreSQL. Developer sentiment increasingly favors PostgreSQL for new projects, emphasizing flexibility and open-source solutions. For new startups or greenfield projects, PostgreSQL is recommended due to its zero license cost and compatibility. Existing Microsoft enterprises are advised to stick with SQL Server for its integration benefits. Migration from SQL Server to PostgreSQL is becoming common, with a structured approach required for successful transitions.

Winsage

June 4, 2026

Microsoft drives developers toward native Windows apps at Build 2026

Microsoft is focusing on increasing native applications and components in Windows 11 to improve performance and user experiences. At the Build 2026 conference, Microsoft encouraged third-party developers to create native applications through a series of sessions and provided tools and resources for this purpose. The Windows K2 initiative aims to transform key elements like the Start menu into native components. A session titled "Use agents to build WinUI 3 apps" discussed strategies for developing native applications, including the use of AI tools like the WinUI agent plugin for GitHub Copilot. Microsoft also introduced WinUI 3 templates to streamline native app creation and emphasized the modernization of applications beyond just code rewriting. The Surface Laptop Ultra, announced at Computex, is designed for AI workloads, featuring up to 128GB of RAM and built on the NVIDIA RTX Spark platform, which includes a 20-core Arm N1x CPU and an RTX GPU with up to 6,144 cores, delivering 1 petaflop of AI computing power. This device aims to attract developers to Microsoft's ecosystem.

Winsage

June 3, 2026

Here are the 6 biggest features and improvements coming to Windows 11 in the June 2026 update on Tuesday

Microsoft will roll out the June 2026 Security Update for Windows 11 on June 9, 2026. Key features include: - Introduction of the Low Latency Profile feature, allowing two users to share audio from a single source and improving application launch times by up to 40% and interaction times by up to 70%. - Updates to Task Manager for enhanced monitoring of Neural Processing Unit (NPU) usage, including metrics for NPU utilization and memory usage. - Enhanced webcam controls allowing multiple applications to access the same camera stream simultaneously. - Ability to select a custom name for the user profile folder during installation. - Optimizations to Windows Hello for faster authentication when resuming from Modern Standby. - Improvements to Windows Search for locating files with just two characters and more precise color matching for desktop backgrounds in Personalization settings.

Winsage

June 3, 2026

Windows 11 Insider Build Adds AI Model Management Page With Limited Uninstall Support

Researchers at Pureinfotech discovered a new AI Components page in the Windows 11 Insider Experimental Preview build 26300.8553, which provides detailed information about local AI models on Copilot+ PCs. The page includes details such as the publisher, version, installation date, size, and total usage of each model. Currently, users can only uninstall the Phi Silica model, while it's uncertain if other AI components will have similar capabilities. The build also introduces expanded customization options for the Start menu, enhanced search functionality, and support for touch swipe gestures. The management page aims to address user concerns about the automatic installation of AI features and the need for transparency regarding their usage. Although the feature is not officially accessible yet, it indicates potential plans for future updates.

Winsage

June 3, 2026

Build 2026: Furthering Windows as the trusted platform for development

Build is an annual event focused on connecting with the global developer community and sharing innovations. Feedback from developers emphasizes the need for a frictionless and adaptable platform for seamless development across various environments. Key announcements include: - Coreutils for Windows: A suite of Linux-like command line utilities available natively on Windows. - WSL containers: A forthcoming public preview feature for creating and interacting with Linux containers. - Windows Development Skills: Structured knowledge for building native Windows apps using WinUI3 and WinApp CLI, now generally available. - Intelligent Terminal: An experimental feature integrating context-aware intelligence into the terminal for improved debugging and task execution. - Windows Developer Configurations: A WinGet-powered setup for distraction-free development, now generally available. - Windows 365 with Developer Configuration: A pre-configured cloud-based development environment in public preview. For security, the announcements include: - Microsoft Execution Containers (MXC) SDK: A policy-driven execution layer for agent access and containment, available in early preview. - Agent 365 integration: Enhances security for agents with protections from Defender, Entra, Intune, and Purview, available in preview. - OpenClaw: Runs securely on Windows using MXC for easy installation of agent connections. - NVIDIA's OpenShell: A deployment package for autonomous agents on Windows, built on MXC. - Windows 365 for Agents: Secure Cloud PCs for executing enterprise workflows, now generally available. For AI capabilities: - Aion 1.0 Instruct: An on-device small language model for local workloads, available soon. - Expanded Windows AI APIs: Now accessible on more Windows 11 PCs, enhancing local AI capabilities. - Surface RTX Spark Dev Box: A device for developers featuring NVIDIA RTX Spark silicon for local AI workloads. - DGX Station for Windows: A powerful AI supercomputer for developing agents, coming in Q4. - Project Solara: A platform for agent-driven experiences, simplifying development across environments. - New Speech Recognition API: Real-time, on-device transcription capabilities. - Expansion of Windows AI APIs across GPUs and CPUs: Now available for broader hardware support. Windows is enhancing its security framework to reduce risks and ensure robust protection for applications.