future Archives

Tech Optimizer

September 1, 2026

Connecting My LangGraph AI Agent to Postgres

A stateful LangGraph agent was developed to streamline a 15-minute booking process, featuring a user-friendly Streamlit UI and a backend powered by a Postgres database. The agent responds to customer queries, calculates service pricing, manages service acceptance, suggests time slots, and confirms appointment details. It operates in two modes: in-memory for rapid testing and Postgres for persistent storage. Testing can be done locally using Docker, which simulates a Postgres environment, or with a hosted Postgres instance. The project includes a docker-compose.yml file to initiate a PostgreSQL 16 container, allowing the application to connect to the database. Data persistence is ensured through Docker volumes, and the application can be run with specific commands after setting up the environment variables. The system has been tested successfully, demonstrating its ability to manage bookings and maintain data integrity across sessions. Future enhancements are planned to improve the booking workflow and integrate additional communication channels.

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.

AppWizard

September 1, 2026

Empulse and Splitgate: Arena Reloaded are officially over as 1047 Games says it’s probably done making arena shooters

1047 Games has announced it will cease development on the PvP arena shooter Empulse and its predecessor Splitgate: Arena Reloaded due to insufficient revenue to cover operational expenses. The studio will continue to exist but will shift its strategic focus to future projects. The original Splitgate: Arena Warfare launched in 2019 and gained significant popularity, but the follow-up titles did not achieve similar success, resulting in layoffs shortly after Empulse's launch. Despite discontinuing dedicated servers, the studio will support both Empulse and Splitgate: Arena Reloaded through peer-to-peer matchmaking, allowing players to host matches indefinitely. Empulse will receive a final new map and a price reduction. 1047 Games expressed gratitude to its team members and players for their contributions and support.

AppWizard

September 1, 2026

Blizzard doing ‘a thorough scrub’ of illegitimate World of Warcraft Mythic-Plus dungeon rankings, with more changes to come

Blizzard Entertainment is reviewing World of Warcraft Mythic Plus Dungeon rankings due to concerns over players purchasing carries, following the introduction of rewards for the top 1% during the Midnight expansion. Game director Ion Hazzikostas confirmed that the team is thoroughly examining this issue and will provide updates soon. The competitive rankings have led to discussions about the rapid increase in cutoff scores and the prevalence of paid invitations for +21 level groups. Players have faced penalties for obtaining Mythic raiding mounts through real-money transactions, causing confusion over legitimate practices. The percentage-based ranking system has increased participation in Mythic Plus dungeons but resulted in lower retention rates compared to the previous season. Community feedback on the new rewards has been mixed, with some players feeling stressed by the uncertainty of the cutoff. Class balance has also become a concern, as successful teams tend to favor specific "meta" specs, potentially limiting accessibility for other players. Blizzard aims to keep dungeons accessible for all classes while considering specialization-specific cutoffs for future seasons.

Winsage

September 1, 2026

How Enterprising Modders Installed Windows NT On Nintendo GameCubes

The resurgence of "analog" technology has led to increased interest in console modding among hobbyists. Modders have successfully integrated Windows NT 4.0 into the GameCube through the Entii for Workcubes project, which allows the operating system to run on systems from the GameCube to the Wii U. This initiative was highlighted by YouTube creator emu_kidid in February 2025, followed by contributions from Jiga Tech and Michael MJD in 2026, who demonstrated the hardware installation process. The modifications included removing the disc drive, installing a mod drive, and using an SD card disguised as a GameCube memory card. The GameCube's design facilitated these modifications, despite its lower power compared to contemporaries. Nintendo's strict anti-modding policies on newer consoles have driven modders to focus on older systems, highlighting ongoing discussions about technology ownership and game preservation.

AppWizard

September 1, 2026

Android 17 QPR2 Beta 4 is shaping up to be Google’s best beta yet

Android 17 QPR2 has reached Platform Stability with the release of Beta 4, locking the application programming interfaces (APIs) and allowing developers to refine their apps. The update focuses on system polish and bug fixes rather than new features. Google has addressed issues affecting Pixel users, including overheating, unexpected reboots, gesture navigation glitches, battery charging limitations, Recents screen problems, Bluetooth audio inconsistencies, and screen-recording complications. Hardware support enhancements include fixes for USB-C XR mirroring, compatibility with 3D smart-glasses displays, and improvements to low-light Face Unlock functionality. The beta journey began on July 20, with Beta 1, followed by Beta 2 on August 3 and Beta 3 shortly after. Beta 4 includes critical bug fixes such as resolving thermal management issues, battery charging behavior, gesture navigation refinements, and fixes for the transparent status bar during full-screen video playback. Other improvements address app drawer search issues, Bluetooth audio routing, Recents screen freezing, and screen-recording audio bugs. Beta 4 reinstates screen mirroring for USB-C XR glasses and resolves issues with 3D mode for smart glasses. Feedback from early testers has been positive, with reports of reduced lag and improved performance. However, some users have noted oversized text and lower display resolution issues, which can be resolved by rebooting. A persistent Bluetooth routing issue for incoming calls has been reported across all QPR2 betas. The update is being rolled out to various Pixel phones and tablets, with a download size of approximately 671MB on the Pixel 9 Pro XL. Existing Pixel owners in the beta program will receive the update over the air, but exiting the program after installation may result in data loss.

Winsage

September 1, 2026

Why You Might Need to Roll Back Windows’ Latest Update

Windows 11 version KB5120998 was released as an optional update, introducing new customization features such as the ability to move and resize the taskbar and improvements to Windows Search. However, the update has introduced several bugs, including issues with the mouse cursor, which may not appear or may be incorrectly sized, and problems with wallpaper settings reverting to black after restarts. Users have also reported blurry fonts on high-resolution displays. Microsoft is aware of these issues and is working on a solution. Users experiencing these bugs can roll back the update by navigating to Settings > Windows Update > Update History > Uninstall and selecting KB5120998, without losing essential security patches.

Winsage

September 1, 2026

How Enterprising Modders Installed Windows NT On Nintendo GameCubes

Console modding is experiencing a resurgence as enthusiasts enhance classic hardware, with a notable project involving the installation of Windows NT 4.0 on the GameCube. This initiative builds on previous work by Entii for Workcubes and has gained attention through videos by creators like Jiga Tech and Michael MJD. The process involves utilizing the shared PowerPC architecture of the GameCube and Wii, allowing modders to run the vintage operating system. Demonstrations of the modding process began in February 2025, showcasing the installation of a mod drive and software. Despite the challenges posed by modern gaming companies, such as Nintendo's strict anti-modding policies, these projects highlight the creativity of the modding community and the potential for innovative uses of older consoles.

Winsage

September 1, 2026

Windows bug incorrectly tells users that Microsoft Defender Antivirus is turned off

Microsoft Defender's reliability is under scrutiny due to a recent security alert that affects a wide range of Windows versions, including both Windows 11 26H1 and Windows Server 2012. Insurers will require more than verbal assurances about software performance in six months, necessitating the archiving of telemetry data, including sensor check-ins and Defender versions, by Chief Information Security Officers (CISOs). The alert's impact is significant, as a single flaw in Defender can affect various systems categorized into different patch rings, highlighting the need for vigilant monitoring and proactive management of security protocols.

Winsage

September 1, 2026

Microsoft Releases Two New 26H1 Builds to the Windows Insider Program

Participants in the Windows Insider Program can now install new builds in the Beta (26H1) and Experimental (26H1) channels, specifically Beta build 28020.2818 and Experimental build 28120.2824. Key updates include: - Personalization enhancements with DIB image support for desktop backgrounds and improvements to the Background settings page, including slideshow support across multiple displays. - Windows Recovery Environment (WRE) enhancements allowing automatic reuse of saved Wi-Fi profiles. - Temporary removal of the modernized Print Management experience for refinement, while traditional tools remain accessible. - File Explorer improvements that retain the state of sections on the Home page. - Magnifier user interface updates with improved icons and spacing. - Inclusion of Emoji 17.0. - Taskbar reliability improvements. - The Experimental build introduces first launch reliability for the new WinUI-based Run dialog.