resources Archives

Winsage

July 12, 2026

We explain why Cloud Rebuild is one of Windows 11’s most important new features, and how it lets you recover your PC without a USB drive or complicated steps

Microsoft has introduced a new recovery feature for Windows 11 called Cloud rebuild, currently in preview mode. This feature allows users to restore their systems by downloading the Windows 11 image and necessary device drivers directly from Windows Update, eliminating the need for USB installation media or custom recovery images. OneDrive remains unaffected during the recovery process, enabling users to restore their files after signing back in. For organizations, devices managed via Windows Autopilot and Microsoft Intune can automatically re-enroll and restore settings post-rebuild. However, Cloud rebuild requires compatible hardware, a healthy Windows Recovery Environment, and internet connectivity. Currently, it can only be initiated from the Windows Recovery Environment or an elevated Command Prompt, with remote deployment not yet supported. The feature aims to simplify recovery processes and reduce reliance on USB drives, although it is not intended to replace existing recovery tools.

Tech Optimizer

July 12, 2026

What Is Serverless PostgreSQL?

Serverless PostgreSQL is a fully managed cloud database model that separates compute and storage, allowing them to scale independently and automatically based on demand. It eliminates the need for manual infrastructure provisioning and capacity planning, charging only for active usage. Unlike traditional PostgreSQL setups, which require continuous resource allocation and manual scaling, serverless PostgreSQL provisions resources on demand and can scale down to zero during idle periods. Serverless PostgreSQL integrates with serverless compute platforms, enabling analytical queries to access the same data within a unified architecture. Key differences between traditional and serverless PostgreSQL include manual versus automatic provisioning and scaling, fixed versus usage-based billing, and high versus reduced operational overhead. Lakebase architecture is an emerging model that combines transactional databases with lakehouse foundations, allowing operational and analytical workloads to coexist on a single platform. This architecture minimizes data duplication and simplifies access, enhancing data management and analysis. Serverless PostgreSQL operates on a cloud-native architecture that enhances efficiency by allowing compute and storage to scale autonomously. It features scale-to-zero behavior, where compute resources are suspended when inactive and reactivated upon new queries. Major providers include Databricks Lakebase, Amazon Aurora Serverless v2, and Neon, each offering varying capabilities and integrations. Pricing for serverless PostgreSQL typically includes charges for compute resources, storage, and data transfer, with costs fluctuating based on workload activity. Cold start latency is a performance consideration, as reactivating compute resources can introduce delays. Strategies to mitigate this include keeping resources partially active or selecting providers with minimal cold start impacts. Serverless PostgreSQL is well-suited for OLTP workloads, while lakebase architecture is better for AI development, variable workloads, and environments requiring rapid iteration. Setting up serverless PostgreSQL involves choosing a provider, creating a database instance, and configuring access settings. It can also be used alongside serverless compute platforms for analytics, further extending its capabilities.

AppWizard

July 12, 2026

Weekend PC Game Deals: GTA, Borderlands, Kingdom Come, Stray and more

The Epic Games Store is offering two free titles this week: Nova Lands and Tattoo Tycoon, available until July 16, when Echo Generation and Luto will replace them. The July Humble Choice lineup includes eight games: Sea of Stars: Sunset Edition, TUNIC, Neon White, Police Simulator: Patrol Officers, Drop Duchy - Complete Edition, Sledders, Dicefolk, and Our Adventurer Guild, available for purchase until August 4. Additionally, Humble has released two game bundles: the Narrative Bundle, featuring 12 games, and the Squad Goals bundle, which includes cooperative titles. The GOG store has ended its DRM-free summer sale but continues with standard promotions. Availability and pricing may vary by region.

Tech Optimizer

July 12, 2026

Running pgvector in production on Amazon Aurora PostgreSQL

Running pgvector on Amazon Aurora PostgreSQL-Compatible Edition offers a vector store with operational capabilities, high availability, and scalability. It is favored for Retrieval Augmented Generation (RAG) workloads transitioning to production, but increased traffic introduces challenges like query latency and memory management. Key operational practices for pgvector workloads include selecting the appropriate index type (HNSW or IVFFlat), establishing a baseline schema, choosing a suitable distance operator, scaling the index through quantization and partitioning, and preparing for churn and observability. The prerequisites for using pgvector include an Aurora PostgreSQL-Compatible cluster with specific PostgreSQL versions and the vector extension enabled. The embedding model used in examples is Amazon Titan Text Embeddings V2, which produces 1024-dimensional embeddings. pgvector supports two Approximate Nearest Neighbor (ANN) index types: HNSW, which is efficient for querying and allows for incremental insertions, and IVFFlat, which is less resource-intensive but requires rebuilding if data changes. There are scenarios where forgoing an index is beneficial, such as small datasets or partitioned datasets requiring 100% recall. A baseline schema for a multi-tenant document store includes creating a table for documents with an embedding vector and establishing indexes for tenant IDs and embeddings using HNSW. The recommended parameters for HNSW include m = 16 and ef_construction = 128. Scaling to millions of vectors involves quantization, tuning HNSW parameters, and partitioning. Aurora Optimized Reads can extend effective cache capacity, and managing index churn is crucial for maintaining performance. Observability metrics include query-level statistics, instance-level metrics, and custom application-defined metrics. To clean up after testing, it is advisable to drop the created indexes and tables, and delete the Aurora PostgreSQL-Compatible cluster and any manual snapshots taken during testing.

Winsage

July 11, 2026

AI Threat Forces Microsoft To Update Windows Patch Guidance

Microsoft is advocating for a reevaluation of Windows patch management practices due to the rapid evolution of artificial intelligence (AI) impacting cybersecurity. The company emphasizes that traditional timelines for patch deployment, typically spanning several weeks after the monthly Patch Tuesday, are inadequate against modern cyber threats. Microsoft recommends organizations shorten deployment windows to under three days for quality updates, with immediate installation deadlines and minimal user grace periods. To support these changes, Microsoft is enhancing Windows Autopatch with a new reporting dashboard for patch compliance and security insights. The company is promoting cloud-managed deployment through Microsoft Intune and Windows Autopatch while continuing to support legacy tools. Additionally, Microsoft is introducing Windows Hotpatch technology, allowing security updates to be installed without immediate reboots, and advocating for the use of identity-based access controls to isolate unpatched devices. The guidance reflects a shift from scheduled patching to continuous risk management, encouraging organizations to prioritize high-risk assets and automate update deployments. Microsoft is also investing in AI-assisted vulnerability discovery and automated code analysis to improve defensive capabilities. The overarching message is that enterprises must adapt their update strategies to address the accelerated pace of AI-driven exploitation.

Tech Optimizer

July 11, 2026

ESET NOD32 antivirus just dropped a 1-year subscription to $20

ESET NOD32 Antivirus offers a one-year subscription for .99, reduced from the regular price of .99. It utilizes AI-powered analysis for real-time threat detection, including viruses, spyware, rootkits, and zero-day exploits. The software features a Ransomware Shield, anti-phishing measures, and Intel Threat Detection Technology for enhanced security. It includes a multithread scanning feature to optimize performance and a Gamer Mode that suspends notifications during full-screen applications. The ESET HOME app allows users to monitor licenses and security reports via mobile devices.

AppWizard

July 11, 2026

Mortal Shell 2 is the latest game to join the Grand Theft Auto 6 release crush, but I don’t think it has much to worry about because it looks sick as hell

Mortal Shell 2 is set to be released at the end of August to avoid competition with Grand Theft Auto 6. The game features impressive aesthetics and gameplay mechanics, focusing on brutal combat and drawing inspiration from the modern Doom series. It has a high ranking on Steam’s most wishlisted games and is positioned to be a standout title of the year.

AppWizard

July 11, 2026

Epic Games Store Makes $50 Worth of PC Games Free

The Epic Games Store is offering two free games from July 9th to July 16th: Tattoo Tycoon and Nova Lands. Tattoo Tycoon, developed by CrazyBunch and released in October 2025, allows players to manage a tattoo parlor, featuring isometric management mechanics and a mini-game for tattoo application, though it has received criticism for clunky controls. It holds a “Mixed” rating on Steam. Nova Lands, developed by Behemutt and launched in June 2023, is a base-building simulation with a retro 2D art style, averaging a score of 79 on Metacritic and also holding a “Mixed” rating on Steam. Players gather resources to automate processes and expand their bases, with simplistic combat mechanics. The next free titles will be Echo Generation: Midnight Edition and Luto, available from July 16th to July 23rd.

AppWizard

July 11, 2026

How to get hardwood in Palworld

The Palworld 1.0 update introduces a new crafting material called hardwood, which is essential for recipes between levels 40 and 50. Hardwood can be found in the Twilight Dunes and the Dancing Sakura Shrine area. Players can unlock fast travel locations at Anubis Dunes and Moonflower Tower Entrance to access these areas efficiently. Harvesting hardwood requires a Metal Axe, and it can be gathered from twisting trees in the Twilight Dunes and Sakura trees in the shrine area. Each High Quality Wooden Board crafted at level 43 requires 10 hardwood.

Winsage

July 10, 2026

Microsoft is rewriting Windows patch guidance because of AI

Microsoft advises organizations to expedite their Windows update deployment timelines due to advancements in artificial intelligence that allow cyber attackers to quickly exploit vulnerabilities after security updates are released. Jeremy Chapman, Director of Microsoft 365, warns that delaying critical quality updates with security fixes increases the risk of exploitation. Microsoft recommends a quality update deferral period of fewer than three days, update deadlines of zero or one day, and a grace period of no more than two days. The Windows Autopatch report within Microsoft Intune helps identify unpatched devices, allowing administrators to adjust update deferral policies. Organizations can configure update delivery settings through policy controls in Windows Autopatch and Microsoft Intune, as well as other management tools like Microsoft Configuration Manager and Windows Server Update Services. Microsoft also promotes the use of Hotpatch for quicker installation of security updates without rebooting and encourages Conditional Access policies to restrict access to corporate resources for devices that lack required updates.