records

Tech Optimizer
January 8, 2026
Inserting 2 million records per second into Postgres is achievable. The analysis explores five methods for inserting data into Postgres using Python, focusing on trade-offs in abstraction, safety, convenience, and performance rather than just speed. High-volume insert workloads are common in scenarios like loading records, syncing data, backfilling analytics tables, and ingesting events. Minor inefficiencies can lead to significant performance impacts. To interact with Postgres, the psycopg3 driver is used alongside SQLAlchemy, which provides two layers: Core and ORM. Psycopg3 is a low-level driver requiring manual SQL management, while SQLAlchemy Core offers a SQL abstraction, and the ORM maps Python classes to database tables, enhancing productivity but introducing overhead. Benchmarking involves measuring only the time spent transferring data from Python to Postgres, ensuring a fair comparison among methods. The fastest method may not always be the best due to maintenance costs, correctness guarantees, and cognitive load. The right insertion strategy depends on the existing data structure rather than just row count. The ORM is suited for CRUD-heavy applications, Core for data ingestion and analytics, and the Driver for maximum throughput in extensive writes. Performance issues can arise from mismatching abstractions, and reverting to a lower level may enhance performance. A guideline for choosing methods is: - Use ORM for applications prioritizing correctness and productivity. - Use Core for data movement or transformation balancing safety and speed. - Use Driver for pushing performance limits with raw power and full responsibility.
AppWizard
January 3, 2026
Billie’s Wheelie, a PC game inspired by the Sega series Super Monkey Ball, was released on October 24, 2025, and is available for free on Steam until January 10. The game features co-op and PvP modes, allowing up to eight players to race as hamsters in balls while collecting cheese pieces. It has received a perfect approval rating from users, who praise its engaging gameplay and smooth movement. Although Steam Deck compatibility is unverified, it offers a budget-friendly alternative for fans of the genre, as classic Super Monkey Ball titles are not available on Steam.
AppWizard
December 30, 2025
Minecraft has become a cultural phenomenon over the past decade, culminating in the release of A Minecraft Movie in 2025, which broke box-office records. The film's success is attributed to the shared experiences of gamers across generations, highlighting the game's universal appeal. The movie features iconic moments, such as the Chicken Jockey, which resonated with audiences in theaters, creating a communal experience. Despite critiques of its artistic merit, the film attracted large audiences, showcasing the power of nostalgia and community. Minecraft, as one of the best-selling video games, has established a significant presence across platforms, and the film emphasizes its impact on creativity and collaboration within the gaming community. After viewing the movie, many children were inspired to recreate scenes in their own Minecraft worlds, demonstrating the game's influence beyond its original medium.
AppWizard
December 27, 2025
Average Frames Per Second (FPS) is a common metric in PC gaming performance, but consistency in gameplay experience is equally important, highlighted by metrics such as 1% low and 0.1% low average FPS. CapFrameX is a tool used for capturing and analyzing detailed performance data, including frametimes, which provide a more accurate assessment of gaming performance than basic FPS counters. Key metrics generated by CapFrameX include: - Average FPS: Overall framerate averaged across the capture session. - 1% low average FPS: Average of the worst 1% of framerates, indicating sustained performance. - 0.1% low average FPS: Average of the worst 0.1% of framerates, highlighting rare but significant performance dips. To ensure accurate benchmarking results with CapFrameX, users should update their UEFI BIOS, operating system, and drivers, clear unnecessary applications, configure power settings for maximum performance, monitor temperatures, and conduct multiple benchmark runs under consistent conditions. The setup process for CapFrameX includes downloading the software, configuring capture options, and verifying the setup through test captures. After capturing benchmark runs, users can analyze the data using the Analysis and Comparison tabs in CapFrameX to evaluate performance metrics and identify potential issues. Common pitfalls in benchmarking include inconsistent scenes, overlooking frametime variance, and not preparing the system properly.
Tech Optimizer
December 24, 2025
Small businesses are increasingly targeted by cybercriminals, who are using sophisticated tactics such as animated lures to entice users into downloading malware. The HP Threat Insights Report highlights that small businesses, often perceived as easier targets due to limited resources, are particularly vulnerable. The rise of purchasable malware services allows inexperienced criminals to engage in cybercrime, broadening the range of potential threats. To combat these risks, small business owners are advised to invest in employee training on phishing tactics, implement robust cybersecurity measures, conduct regular security audits, and develop incident response plans. However, challenges such as limited budgets and lack of dedicated IT staff hinder their ability to enhance cybersecurity. Keeping informed about evolving threats is essential for protecting their operations.
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