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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.
The bigwigs who want AI-generated NPCs and writing think you're too dumb to appreciate a good story—don't prove them right
AppWizard
August 15, 2026

The bigwigs who want AI-generated NPCs and writing think you’re too dumb to appreciate a good story—don’t prove them right

Saber Interactive's CEO discusses the potential of generative AI dialogue in video games, while skepticism remains due to past failures with AI-driven characters. Companies like Convai and Ubisoft aim to create more immersive experiences with AI NPCs, but the assumption that background character dialogue is unimportant undermines storytelling in games. The richness of game worlds comes from carefully crafted scripts, and AI-generated content may not achieve the same quality. Industry veterans emphasize that good storytelling relies on human experience, and there is concern that companies may prioritize profit over artistic integrity, leading to inferior products. This reflects a broader trend of viewing video games as commodities rather than art forms, highlighting a disconnect between corporate strategies and creative processes.
Fit For a Spartan: Win a 1:18 Replica of a Special Halo-Inspired Ride
AppWizard
July 27, 2026

Fit For a Spartan: Win a 1:18 Replica of a Special Halo-Inspired Ride

Halo and Automobili Lamborghini have launched the Lamborghini Urus SE Master Chief 117 Edition to commemorate the global launch of Halo: Campaign Evolved on July 28, 2026. The vehicle features gold-tinted windows, visor-inspired headlights, a signature armor-green exterior, and the iconic “117” number on both sides. The Master Chief 117 Edition will be available in Forza Horizon 6 starting July 30, 2026, for download through the in-game Message Center. Limited 1:18-scale collectible replicas will be produced, and fans can enter a sweepstakes to win one by following Xbox on X and using the hashtag #MasterChief117Sweepstakes. Halo: Campaign Evolved launches globally on July 28, 2026, with early access from July 23 for Premium Edition owners, and will be available on multiple platforms, including Xbox Series X|S and PC, with cross-play and cross-progression support. Pre-purchasers will receive the Foundry Armory Pack, which includes classic armor and weapon skins. The game features a complete campaign with high-definition visuals, new cinematics, expanded combat options, and online co-op gameplay for up to four players.
Finding Good Minecraft Seeds That Stay Fun After The First Hour
AppWizard
July 25, 2026

Finding Good Minecraft Seeds That Stay Fun After The First Hour

Many players find that Minecraft worlds initially captivate them but lose their appeal after a few hours due to poor cave systems, awkward biome arrangements, and tedious travel. Players often seek optimal Minecraft seeds to enhance their experience. The placement of biomes significantly affects gameplay, with proximity to forests, caves, villages, and oceans facilitating resource gathering. Java players focus on technical builds and world generation details, while server performance is crucial for maintaining a smooth experience, especially in multiplayer settings. Bad server performance can lead to frustrating gameplay, even with good seeds. Seeds with mountainous terrain may look appealing but can be challenging for building. Well-structured cave systems are important for survival, aiding in resource collection and exploration. In multiplayer, diverse biome placements are preferred to accommodate different player needs and reduce travel. Successful worlds maintain convenience over time, rather than just during initial gameplay.
Survival is Optional, Death is Inevitable: Celestial Return Launches Today on PC
AppWizard
July 14, 2026

Survival is Optional, Death is Inevitable: Celestial Return Launches Today on PC

Metaphor Games and Shoreline Games have released a dice-based narrative RPG titled Celestial Return, now available on PC via Steam. The game features players as Detective Howard in the neon-lit Netherveil City, with plans to expand to PlayStation, Xbox, and Nintendo consoles by Q1 2027, including support for three new languages. Players use dice as a currency to navigate the game's narrative, which is influenced by their choices and character attributes. The game includes features like a gameplay loop focused on dice management, a branching narrative, and a unique visual style combining manga and American comics.
Marketplace Content July 2026
AppWizard
July 9, 2026

Marketplace Content July 2026

Dyed Blocks++ by DogHouse introduces 930 new blocks in 16 colors for builders and designers. The Cats and Dogs add-on by Street Studios features 12 new dog breeds and 12 cat breeds with accessories. Modern Textures by Team Vaeron provides new textures and blocks for contemporary home designs. Modern Textures World by Imagiverse includes over 800 furniture items for modern decor. Space Oneblock by Honeyfrost offers a survival challenge in space starting with a single block. Enter the Dungeon by King Cube presents a customizable dungeon adventure with bosses. Safest Treehouse! by Dodo Studios is a treetop fortress with security features. Pro Mansion by Dodo Studios is a luxury multistory mansion with automatic farms and a pool. Fruitcore by Yeggs offers fruit-themed outfits, while Crystal Core by CubeCraft Games provides gem-themed outfits. TV Heads HD Skin Pack by CupcakeBrianna features nostalgic TV-themed skins. Simple Scapes Texture Pack by Giggle Block Studios emphasizes clean design. Tranquility - Calm Textures by Pathway Studios offers soothing colors for a serene backdrop. Royal Delight - Soft Textures by Pathway Studios reimagines blocks and armor with regal hues. Organic Toon Texture Pack by Giggle Block Studios includes over 2000 cartoon-inspired textures.
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