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“Why AI-Generated Code Falls Short (And How It Can Improve)” The rise of large language models (LLMs) in software development has been swift and transformative. Promises of unparalleled productivity gains and seamless coding assistants sparked a wave of excitement. Developers could now generate multi-line code blocks at the touch of a button, merging complex solutions into their projects with ease. At first glance, it seemed like a magic trick—effortless and flawless. However, beneath the surface, a lingering question remained: Can I really trust this code? While the use of AI in coding has become widespread, many developers still have reservations…

“AI Can Provide Code, But Community is What Fuels Progress” For years, developers have relied on Q&A platforms like Stack Overflow to navigate the intricacies of coding, whether it’s tackling specific bugs, discussing best practices, or brainstorming high-level design patterns. These platforms have long been a hub for human-driven problem-solving, where experienced developers share their insights and solutions, building a treasure trove of collective knowledge. However, with the rise of large language models (LLMs) like GPT, there’s been a shift in how developers seek and consume information—one that promises increased productivity but may also isolate them from the vibrant community…

Java Development Kit (JDK) 25: A Glimpse at the Latest FeaturesScheduled for release in September, JDK 25 is shaping up to be an important long-term support (LTS) version of Java, bringing new features and significant changes. Two of the most notable updates already proposed for this release include the introduction of a preview API for stable values and the removal of the long-deprecated 32-bit x86 port. These updates aim to enhance performance, improve efficiency, and streamline the Java ecosystem for developers. Stable Values: A Boost for Java Application StartupOne of the standout features of JDK 25 is the preview API…

Air-Gapped Python: Setting Up Python Without a Net(work)Sometimes, the internet just isn’t available, or you may need to keep your systems isolated for security reasons. No matter the scenario, you can still set up Python and get your projects running. An air-gapped environment doesn’t have to mean sacrificing functionality. With careful planning and manual downloads, you can install Python and its packages offline, ensuring your projects keep moving forward even without a network connection. Getting Started with Async in PythonWhen you’re handling multiple tasks in Python, efficiency is key. Traditional threading can be heavy and cumbersome, but Python’s async and…

Llama, Meta AI’s innovative family of large language models (LLMs), first made waves in the AI community when it was introduced in February 2023. Unlike other models that were primarily closed-source and developed by giants like OpenAI and Google, Meta’s Llama offered a fresh approach by emphasizing smaller, generic models that could be more easily and affordably retrained for specialized tasks. This made Llama an appealing option for developers and researchers looking for flexibility in creating tailored AI solutions. However, it’s important to note that while Llama models are marketed as “sort-of open-source,” they come with some important limitations, particularly…

DevOps leaders seeking a one-size-fits-all cybersecurity framework to prevent supply chain attacks may find themselves disappointed, according to a recent research paper. The study, published on Cornell University’s arXiv site, highlights the difficulty in relying on a single framework to address the wide variety of security risks faced by development teams. The paper, authored by six researchers from North Carolina State University, Yahoo, and other institutions, offers a deeper dive into strategies that can help prevent compromises in critical applications and reduce the likelihood of future attacks. The researchers examined the techniques used in major compromises like SolarWinds Orion, log4J,…

Microsoft has rolled out the second preview of its upcoming .NET 10 developer platform, delivering a fresh round of improvements aimed at bolstering security, refining the runtime, and expanding C# language capabilities. Released on March 18, .NET 10 Preview 2 builds upon the foundation laid by the initial preview in February, with a full general availability release slated for November 2025. Developers can get hands-on with the preview by downloading it from the official .NET website. A key highlight of Preview 2 is its advancement in encryption flexibility. New ExportPkcs12 methods on X509Certificate2 now allow developers to specify the encryption…

As Java approaches its 30th anniversary, the programming world is taking a moment to reflect on the remarkable journey of a language that has withstood the test of time. At the JavaOne 2025 conference this week, held in Redwood Shores, California, former Sun Microsystems CEO Scott McNealy joined Oracle executives in celebrating Java’s longevity and continued relevance. Despite the rising popularity of newer languages like Python and Rust, Java continues to be a backbone for enterprise and mission-critical systems worldwide. Scott McNealy, speaking during a keynote session, shared anecdotes from Java’s early days, highlighting its unexpected beginnings. He recounted how…

Designing robust and fault-tolerant APIs is a crucial part of modern web development, and one of the most effective ways to achieve this is by making your APIs idempotent. An idempotent operation is one that can be repeated any number of times with the same result. Think of it like pressing an elevator button: whether you press it once or ten times, the elevator will still make a single trip to the floor. The same principle should apply to your API endpoints—especially those that handle operations like creating resources or performing critical transactions. In ASP.NET Core, implementing idempotency means structuring…

Microsoft has announced a major architectural overhaul for TypeScript, moving away from its traditional setup and embracing a new, high-performance direction. Previously, the TypeScript compiler (tsc) was written in TypeScript itself, compiled to JavaScript, and executed within Node.js. That’s about to change. Microsoft is now transitioning to a native compiler for TypeScript, written in Go. This move marks a pivotal shift in how TypeScript will be compiled going forward, offering a significant performance leap, especially for large-scale projects. The performance improvements are striking. Microsoft shared that compiling the massive Visual Studio Code codebase—about 1.5 million lines—previously took around 78 seconds.…