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Autoscaling Lakebase Postgres
Tech Optimizer
September 1, 2026

Autoscaling Lakebase Postgres

Choosing a database instance size without prior knowledge of the workload can lead to inefficiencies and excessive compute usage. Lakebase Postgres addresses this with an autoscaling feature that eliminates manual sizing, utilizing in-place VM resizing and a monitoring algorithm for CPU, memory, and working set size. Lakebase Postgres separates compute and storage layers, allowing independent resizing of compute nodes without affecting the database. The autoscaling algorithm relies on three signals: CPU load (cpuGoalCU), memory use (memGoalCU), and compute-cache working set size (lfcGoalCU). The CPU load is monitored every five seconds, aiming to maintain it at or below 90% capacity. Memory usage is tracked at two frequencies: overall memory every five seconds and Postgres-specific memory every 100 milliseconds, with a goal to keep usage below 75% of allocated RAM. The compute cache evaluates active data access efficiency, adjusting size based on workload. The working set is estimated using a modified HyperLogLog algorithm that records timestamps for page accesses, allowing for distinct page estimates over various time frames. The algorithm projects future working-set growth to allocate sufficient cache while capping it at 75% of RAM. Resizing the compute involves four components: the autoscaler-agent, vm-monitor, Kubernetes scheduler, and NeonVM. Scaling up occurs when any of the three goals indicate a need for more resources, while scaling down includes verification to ensure sufficient memory remains for operations. Timely adjustments in both directions are prioritized to minimize costs.
Microsoft extended Windows 10, but Nvidia just made the extension meaningless for gamers
Winsage
September 1, 2026

Microsoft extended Windows 10, but Nvidia just made the extension meaningless for gamers

Windows 10 will receive support until October 2027 under the Extended Security Updates (ESU) program, with approximately 30% of PCs still operating on this system. Nvidia will stop releasing Game Ready Drivers for Windows 10 in October 2026, and from November 2026, users will not receive game-related fixes or optimizations. Security updates will remain available until at least October 2029, but the lack of patches for new bugs may affect gaming experiences. HP reports that around 30% of PCs are still running Windows 10, and the company expects these users to transition to Windows 11 or invest in new hardware. Microsoft acknowledges that the growth of Windows 11 has slowed and is focusing on enhancing its features.
Gen Digital stock holds steady as investors await next earnings update
Tech Optimizer
August 31, 2026

Gen Digital stock holds steady as investors await next earnings update

Gen Digital Inc. (US3687361044) is a significant player in the consumer cybersecurity software market, with its stock trading steadily as of late August 2026. The company emerged from the merger of NortonLifeLock’s consumer security business and Avast, focusing on antivirus, identity protection, and privacy tools for individual and small-business users. It reported multi-billion-dollar revenue from consumer security subscriptions in its most recent fiscal year, demonstrating year-over-year revenue growth and solid profitability. The company’s management has provided guidance for stable to moderately rising revenue and strong operating margins for the current fiscal year. Analyst consensus indicates expectations of modest earnings per share growth. Gen Digital's strategy includes offering subscription bundles that integrate various security services, enhancing customer retention and average revenue per user. The company has a diversified global reach and reported substantial free cash flow, supporting debt servicing and product development investments. Its consumer security suite combines antivirus protection, VPN services, and identity monitoring into a single subscription offering. As of late August 2026, Gen Digital's stock trades on a major U.S. exchange, reflecting balanced expectations between earnings growth and competitive risks.
In a rare move, Google is bringing native Windows 11 and WSL support to its new AI tools
Winsage
August 30, 2026

In a rare move, Google is bringing native Windows 11 and WSL support to its new AI tools

The Windows Subsystem for Linux (WSL) is gaining popularity among developers, with GitHub introducing experimental support for WSL in its Copilot desktop application, allowing Linux environments to be used directly within Windows. Google is also integrating WSL support into its Antigravity development platform, marking a shift in its approach to Windows support. Rody Davis from Google confirmed that both WSL and native Windows support are being developed for Antigravity, which will enable file operations and shell commands in a Linux environment. GitHub Copilot now allows users to create sessions inside WSL, enhancing the development experience by enabling real-time interaction with projects in a WSL environment. Additionally, Microsoft is focusing on improving Windows for developers, with initiatives like Coreutils for Windows and the open-sourcing of WinUI, while Ubuntu is reportedly gaining traction on Windows 11.
Microsoft Touts Windows on Arm Ahead of Nvidia RTX Spark
Winsage
August 25, 2026

Microsoft Touts Windows on Arm Ahead of Nvidia RTX Spark

In June, Microsoft and Nvidia introduced the Windows on Arm-based RTX Spark chipsets, signaling a shift in personal computing. New PCs, including models from Microsoft’s Surface line, are expected soon, driven by increasing customer demand for efficient Windows on Arm devices. This interest follows Apple's announcement of its Arm-based chips, prompting Microsoft to adapt to the changing market. Klaus Diaconu from Microsoft indicated that Nvidia RTX Spark PCs from manufacturers like ASUS, Dell, HP, Lenovo, and MSI are set to launch in fall 2026. The growth of the Windows app ecosystem is also noted, with over 7,000 verified apps and games available for Windows on Arm. Microsoft’s App Assure program collaborates with developers to enhance application representation in this ecosystem. Significant advancements in compatibility have been reported across various app categories since the last update. Diaconu emphasized that Windows on Arm is now characterized by a growing ecosystem of PCs and applications that meet consumer needs. Microsoft has not explicitly referenced "Windows 11" in its communications, focusing instead on the "Copilot+ PC" narrative.
Weekly Recap: Microsoft (MSFT) cloud growth and China Windows 10 phase-out
Winsage
August 24, 2026

Weekly Recap: Microsoft (MSFT) cloud growth and China Windows 10 phase-out

ICE Data Services is expanding its market data offerings to enhance accessibility and quality for investors and analysts. FactSet is providing enhanced reference data services to improve decision-making for clients. Both companies are leveraging advanced technology to streamline data delivery. The American Bankers Association is partnering with FactSet to provide the CUSIP Database for tracking and trading securities. Quartr supplies SEC filings and essential documents to support transparency and compliance in financial markets.
Microsoft Makes Rare Move to Optimize 8GB Memory as Windows Bloat Becomes Biggest Bottleneck for AI PCs
Winsage
August 24, 2026

Microsoft Makes Rare Move to Optimize 8GB Memory as Windows Bloat Becomes Biggest Bottleneck for AI PCs

Microsoft is re-optimizing Windows memory performance for devices with 8GB or more RAM, moving away from its previous approach that treated 8GB as entry-level. The company is recognizing that hardware growth can no longer mask systemic inefficiencies, particularly with the rise of AI requiring substantial resources. Windows has accumulated background services and frameworks without a cohesive resource management strategy, leading to inefficiencies. Compatibility with legacy systems has complicated resource management, while commercial pressures have contributed to system bloat. The reliance on web technologies, particularly WebView2, has further increased memory consumption. Microsoft aims for Windows to achieve integration similar to macOS but faces challenges due to its diverse ecosystem. The demand for memory driven by AI has made system-level optimization a pressing issue, prompting Microsoft to adjust its guidance on memory requirements. The company must balance modernization with maintaining compatibility with older applications and drivers as it adapts to new computing demands.
Moozi and Dentsu Redder launch gamified Minecraft world to engage Gen Alpha in Vietnam
AppWizard
August 20, 2026

Moozi and Dentsu Redder launch gamified Minecraft world to engage Gen Alpha in Vietnam

Moozi and Dentsu Redder launched Mooziland, Vietnam's first branded Minecraft universe, to support the relaunch of Moozi's children's milk range and engage the Gen Alpha demographic. The campaign ran from April to July 2026, featuring seven interactive islands representing Moozi's milk flavors, inspired by Australian ecosystems. Children participated in a seven-week journey with quests and discoveries, complemented by the nationwide Moozi Fest. The campaign generated over 53 million impact views, 700,000 engagements, and a 30% growth in total channel value. The initiative aimed to create an enjoyable experience for children while reassuring mothers about the brand's quality.
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