checkpoints

Tech Optimizer
June 10, 2026
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.
AppWizard
June 10, 2026
Samsung Wallet now allows users to store a TSA-approved digital passport for use at TSA checkpoints in the U.S., thanks to a collaboration with CLEAR. The wallet is available in multiple countries, including Australia, Canada, Germany, India, the U.K., and the U.S., and supports various features such as storing debit, credit, and loyalty cards, passwords, and digital keys. However, the digital ID feature is only valid for domestic travel within the U.S., and travelers must carry their physical passports for international trips.
AppWizard
June 9, 2026
A momentum-based 2D platformer titled "Derelict Star" will be released on April 3, 2026. It is developed by gate and published by Luminous Tree Games. The game emphasizes exploration and skillful navigation over traditional power-ups, encouraging players to master movement mechanics. It features a jetpack mechanic with a speed meter, and the environment consists of various rooms with unique challenges. Checkpoints and fast travel options enhance the exploration experience. The game is verified for Steam Deck and was reviewed on an RTX 3060 laptop with a Ryzen 5 5600H and 16GB RAM.
AppWizard
May 30, 2026
More than 100 students will participate in the largest Minecraft esports competition in Ontario at Humber Polytechnic on Saturday. Two teams from King’s Town School, the Pixelites and the TerrorBytes, will compete in the Ontario Scholastic Esports Association (OSEA) Minecraft Provincial Championship against 16 other teams. The competition is for students in Grades 5 to 8 and involves collaborative building challenges using Minecraft Education. The Pixelites include Oliver Armstrong, Ralph Bobrow, and Harlo Garwood, while the TerrorBytes consist of Kieran McCabe, Charlie Neary, and Jackson Geen. This year's qualifying task required teams to create an Olympic-themed parkour course. The event aims to connect gaming with curriculum-based learning and skills development. Teams will have 30 to 40 minutes to complete each of the four build challenges, with one scenario remaining a mystery. Medals will be awarded to top teams, but the focus is on skill development and confidence-building. The event will be livestreamed for families and school communities.
AppWizard
May 22, 2026
In Forza Horizon 6, players face the "Welcome to the Party, Pal!" challenge in Series 1 of the Festival Playlist, which requires them to complete round three of a Horizon Stunt Party event within a week. To find a Stunt Party event, players enter a multiplayer lobby and participate in mini-games, including racing, smashing objects, and performing aerial stunts. Completing the challenge takes about 10 to 15 minutes and rewards players with approximately 11,000 credits, an additional 5,000 credits for finishing the challenge, and one point towards Festival Playlist season progress.
Winsage
April 29, 2026
Monthly updates for Windows 11 from Microsoft now range from 4 to 9 GB, compared to 300 to 500 MB updates two years ago. The increase in update sizes is attributed to the integration of advanced AI features, cumulative delivery of updates, and a fixed monthly update schedule. Cumulative updates bundle all previous updates, leading to larger file sizes, while the monthly frequency forces consolidation of changes into single releases. Users can check what their PC is downloading during an update by navigating to Settings > Windows Update > Advanced options > Delivery optimization > Activity monitor.
Winsage
April 28, 2026
Windows 11 updates have significantly increased in size, with monthly cumulative updates often exceeding 4GB and some approaching 5GB. One update can expand to nearly 9GB when extracted. Microsoft has shifted to delivering Latest Cumulative Updates (LCUs), which include all previous fixes, leading to larger update sizes over time. The introduction of Checkpoint Cumulative Updates aims to reduce this growth by establishing periodic baselines, but the effectiveness has been mixed. The May 2025 cumulative update saw a size increase from approximately 6.5GB to nearly 9GB, with new MSIX files related to semantic search and on-device AI contributing to this growth. Windows Update uses applicability logic to minimize download sizes for users, but enterprises must download full packages, resulting in increased storage costs. The average yearly storage cost for enterprises rose from about 11 GB in 2024 to 52 GB by 2026. Users can check their actual download sizes through the Windows Update settings and Event Viewer logs.
Tech Optimizer
April 17, 2026
Efforts to merge storage roles into a single solution are ongoing, particularly with Amazon S3's durability and cost-effectiveness. In PostgreSQL, achieving a durable commit requires flushing the Write-Ahead Log (WAL) before signaling transaction completion, which can take tens of microseconds on high-performance NVMe drives but extend to milliseconds on slower storage. This latency impacts Online Transaction Processing (OLTP) systems and user response times. Benchmark studies show that systems with faster local storage outperform those with slower alternatives as workloads exceed memory capacity. The fsync operation in PostgreSQL is a commitment rather than a simple write, with enterprise-grade SSDs performing better due to power-loss protection. Read operations also face challenges, as PostgreSQL's need for small, latency-sensitive reads conflicts with S3's design for larger, higher-latency requests. As the working set exceeds memory, storage latency becomes a critical performance factor. Modern managed PostgreSQL systems typically do not place object storage in the critical commit path, instead maintaining a fast log or cache close to the database while relegating colder data to remote storage. Recent PostgreSQL developments, such as asynchronous I/O support in version 18, aim to leverage fast storage more effectively. S3 is valuable for tasks like WAL archiving and backups, but these should be kept separate from the commit path to avoid resource contention. The solution involves using both NVMe and S3, with fast storage managing commits and cache misses, while object storage handles archives and backups. PostgreSQL performs best when hot and cold storage functions are clearly delineated.
AppWizard
April 17, 2026
Pragmata features a blend of nostalgia and innovation in gaming, with early levels that have a linear design and complex currencies. A notable gameplay mechanic is hacking, which increases damage to enemies and turns them into 'OPEN' targets, especially useful against bosses. The weapon system allows players to equip four types of firearms, with some functioning as consumables. Healing is managed through limited Repair Canisters, which can be replenished at the Cradle hub area. The Shelter serves as a central hub for upgrades and interactions, with players able to enhance it and unlock new facilities. Various activities and collectibles are available, including challenge arenas and hidden items. A New Game+ mode becomes available after completing the main storyline, allowing players to restart with all gear and upgrades, alongside a more challenging difficulty setting. The game has an approximate playtime of ten hours for the main story and up to 20 hours for full completion.
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