Hey fellow data friends! Wow, March was an absolutely crazy month (in the best way). It was incredible to see so many folks in Redmond for the MVP Summit, and holy cow FabCon was a whirlwind of amazing people to meet and see from the data community. Thank you so much to everyone who came and saw my session! You folks make presenting worth it, so thank you for all the thoughtful questions and for laughing at my puns and jokes! It was so great to see a few of my fellow P3 peers! Shout out to Garett Medlin, Jason…
Author: drweb
The DevOps playbook is rapidly transforming because of recent advancements in artificial intelligence (AI). DevOps teams now have access to technology capable of improving automation and optimization in practically everything they do — from integration to delivery to infrastructure and more. AI tools also promote the ‘shift-left’ model, prompting cost-saving early bug detection and resolution. With AI having such wide-ranging positive effects, it is little wonder that organizations that quickly embraced it report experiencing improved customer satisfaction and increased service productivity. AI has made a powerful impact on traditionally inefficient DevOps areas, such as anomaly detection, root cause analysis, automation of…
Amazon Web Services (AWS) has added support for Arabic, French, German, Hindi, Italian, Japanese, Korean, Mandarin, Portuguese and Spanish to the generative artificial intelligence (AI) agents it makes available for application developers.Expanded language capabilities are now available in both the integrated development environment (IDE) and command line interface (CLI) for Amazon Q Developer, with support coming to the AWS Management Console soon.Srini Iragavarapu, director of generative AI applications and experiences for AWS, said these extensions to Amazon Q Developer will enable developers around the world to leverage generative AI technologies to not only be more productive but also collaborate more…
Brief: In this guide, we will discuss the best tools for monitoring and debugging disk I/O activity (performance) on Linux servers. A key performance metric to monitor on a Linux server is disk I/O (input/output) activity, which can significantly impact several aspects of a Linux server, particularly the speed of saving to or retrieving from disk, of files or data (especially on database servers). This has a ripple effect on the performance of applications and services. 1. iostat – Shows Device Input and Output Statistics iosat is one of the many terminal-based system monitoring utilities in the sysstat package, which…
In PHP, parentheses () aren’t just punctuation : they play different roles depending on where and how they’re used. Some are compulsory, others are optional, and a few are just useless clutter. And then, there’s the weird one: (cast). Let’s review all PHP parentheses usages down. Compulsory Parentheses The compulsory parentheses are the ones PHP needs to make sense of the code. No one can omit them, and the source won’t even compile without them, so they are compulsory. Function definitions and method calls And vice-versa, obviously. $x * 2; // Parameters require parentheses (unless none) echo $double(‘hello’); //…
Test SX
In a significant breakthrough for AI-assisted software development, Agentica and Together AI researchers have released DeepCoder-14B-Preview. This fully open-source code reasoning model rivals proprietary solutions with a fraction of the parameters. This development marks a crucial step toward democratizing advanced AI coding tools for developers worldwide.Performance That Rivals Closed ModelsDeepCoder achieves an impressive 60.6% Pass@1 accuracy on LiveCodeBench, matching OpenAI’s o3-mini-2025 model despite using only 14B parameters. It also earned a Codeforces rating of 1936, placing it in the 95.3th percentile of competitive programmers.What makes this achievement remarkable is the performance metrics and the project’s complete transparency. Unlike proprietary solutions,…
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DevOps-as-a-service (DaaS) is a way of delivering cloud services in the form of collaborative tools to help software developers and the rest of the engineers across organizations to work together. Under this model, the DaaS provider offers and integrates various essential tools to enable them to work together as one unit. This article takes a deep dive into DaaS, and its benefits, key challenges and future. Understanding the Problem As businesses look for quicker, more agile ways to build and deploy software that can adjust to market demands and user needs, you should be able to drive faster release cycles and offer…
Let’s start by defining a bad sector/bad block, it is a section on a disk drive or flash memory that can no longer be read from or written to, which usually happens due to permanent physical damage on the disk surface or failing flash memory transistors. As more bad sectors build up, they can seriously impact your storage device’s performance, reduce its capacity, or even lead to complete hardware failure. It is also important to note that the presence of bad blocks should alert you to start thinking of getting a new disk drive or simply mark the bad blocks…