Winlator is an orchestration layer that combines four open-source projects to run Windows games on Android phones. The projects involved are Wine, Box86, Box64, DXVK, and VKD3D-Proton.
A malware campaign targets Windows systems through a malicious npm package named postcss-minify-selector-parser, which mimics the legitimate postcss-selector-parser. This counterfeit package installs a Remote Access Trojan (RAT) on developer machines, beginning with a multi-stage attack triggered by the installation of the package. The RAT can steal credentials, execute shell commands, and communicate with a remote attacker. Security researchers at JFrog identified this threat and reported it on June 22, 2026, noting that two additional related packages, postcss-minify-selector and aes-decode-runner-pro, are linked to the same publisher and remain live on the npm registry.
The RAT employs encrypted HTTP communication with a command-and-control (C2) server and ensures persistence by creating a registry key under the Windows Run key. It has capabilities for remote shell execution, file uploads and downloads, and can steal saved login data from Google Chrome using Windows decryption APIs. The malware is designed for organized batch exfiltration of stolen data.
Indicators of compromise include specific IP addresses, domains, file paths, and SHA-256 hashes associated with the malware components. JFrog advises users to remove the malicious packages, inspect their dependency trees, and treat any stored credentials as compromised.
Windows 11 version 24H2 will reach the end of servicing on October 13, 2026. Enterprises often face version drift, requiring different upgrade strategies for various Windows 11 builds across endpoints. Upgrade methods include enablement packages, ISO-based feature updates, or direct upgrades from Windows 10. Enablement packages are the quickest and least disruptive option for compatible Windows 11 systems. Qualys TruRisk Eliminate can standardize upgrades and minimize version drift on a large scale. Endpoints should be assessed for readiness, categorized by eligibility and current OS status. Enablement packages are recommended for recent Windows 11 builds due to their minimal download size, faster installation, and reduced operational impact. If enablement packages are unavailable, ISO-based feature updates may be necessary. Direct upgrades from Windows 10 to Windows 11 25H2 can be executed without intermediate transitions. Qualys TruRisk Eliminate provides tools for managing these upgrade processes effectively.
Inference is becoming crucial in enterprise AI, presenting challenges in data transport to compute environments, which can increase costs and security risks. Enterprises aim to maintain data integrity and avoid multiple copies. Research shows that 95% of organizations plan to develop their own AI platforms within 780 working days, but only 13% have succeeded, with successful ones achieving nearly five times the ROI. Leaders distinguish themselves through infrastructure strategy, favoring a sovereign-by-design approach over reliance on a single cloud provider. Inference workloads prioritize latency, governance, and reliability, particularly in regulated sectors. Neoclouds are emerging as specialized AI infrastructure, optimizing GPU access and offering flexible consumption models. Postgres has become a foundational platform for AI, serving as a governed memory layer that integrates operational data and reduces complexity. Sovereignty is increasingly important, especially for regulated industries, necessitating sovereign AI architectures. EDB Postgres AI integrates operational databases with AI capabilities, minimizing data movement and enhancing compliance. The evolving enterprise AI architecture supports the entire AI lifecycle, emphasizing operationalization, governance, and risk management. Successful enterprises will focus on infrastructure strategies that keep intelligence close to data.
Microsoft has introduced pg_durable, a PostgreSQL extension that enables developers to execute durable workflows within the database, reducing the need for external orchestration systems. It simplifies workflow management by allowing developers to express long-running, fault-tolerant SQL functions directly in SQL, managing execution concerns like retries and recovery. Workflows are defined in SQL, with the extension handling retry states, progress tracking, and checkpointing. A pg_durable function operates as a graph of SQL steps that can resume from the last durable checkpoint after a failure. The extension preserves execution states within PostgreSQL tables, ensuring workflows can withstand crashes and restarts. It includes a domain-specific language (DSL) for scheduling and parallel execution. An example of a durable function is provided, demonstrating sequential and parallel execution using specific operators. pg_durable is particularly useful for vector embedding pipelines and scheduled maintenance tasks. Architecturally, it consists of a PostgreSQL extension and a background worker built on Rust libraries, without any external control plane. Durable execution allows long-running workflows to automatically resume from failure points, simplifying distributed system architecture.
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.
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.
Microsoft Build 2026 highlighted a shift in Windows strategy, positioning it as a comprehensive operating environment for AI agents rather than just a collection of AI features. Key announcements included:
- Expanded Windows AI APIs utilizing CPUs, GPUs, and NPUs.
- New local AI models optimized for execution on Windows devices.
- Enhanced Windows Terminal and developer tools for agent-driven workflows.
- Increased support for Linux development, including native command-line utilities and Linux container support via the Windows Subsystem for Linux.
Security measures were emphasized, with mechanisms like execution containers to regulate AI agent behavior and access permissions. The conference focused on agent orchestration, communication protocols, and tools for managing autonomous systems. Microsoft aims to establish Windows as a robust infrastructure for future collaboration between software agents and human users.
Google has introduced Gemini 3.5 Flash, which offers advanced AI capabilities at a lower cost, alongside Antigravity 2.0, a platform for creating and managing AI agents. Antigravity 2.0 allows for agent orchestration and integrates with Google AI Studio, Firebase, and Android. A new Command Line Interface (CLI) replaces the previous Gemini CLI, requiring migration of existing workflows. The Antigravity Software Development Kit (SDK) enables the creation of custom agents for Gemini, which can be deployed in a managed environment. Google is launching a new AI Ultra tier with increased usage limits and promotional credits. Additionally, a dedicated Android application for AI Studio is being rolled out, allowing users to input ideas and share creations. Pre-registration for the app is available on the Play Store.
Many AI systems face a challenge in maintaining continuity during inference, leading to a "memory" problem where models perform well in isolated interactions but struggle with context over extended workflows. This issue is particularly significant for operational AI, which requires a consistent understanding of context. Traditional AI architectures may not adequately address this gap, resulting in inefficiencies. The blog post proposes using PostgreSQL as a solution for durable memory, operational state, and governance in enterprise AI systems, enhancing the ability of AI models to retain context over time. A typical modern AI stack includes large language models, vector databases, object storage, caching mechanisms, workflow engines, orchestration tools, and observability frameworks. As organizations move from experimentation to production, coherent long-term context management becomes crucial, and integrating PostgreSQL could provide the necessary infrastructure for sustained operational success.
