Apple’s quiet release of DiffuCode-7B-cpGRPO on Hugging Face represents more than just another coding model; it signals a fundamental shift in how AI systems approach code generation. Unlike traditional language models that write code sequentially from left to right, Apple’s model can generate and refine multiple code sections simultaneously, offering a glimpse into the future of AI-assisted development.Breaking the Sequential Generation ParadigmTraditional autoregressive language models process code generation like reading a book: They predict the first token, then use that context to predict the second token, continuing in a strictly linear fashion. This approach works well for natural language but…
Author: drweb
Nobody wants a spineless application development process. What do I mean by this? The spine is the backbone that supports and provides nerve channels for the human body. Without it, we would be floppy, weaker, and would struggle to understand how our extremities were behaving. A slightly tortured analogy, but consider the application lifecycle of the average software project. The traditional challenge has been, how do we give it a spine? How can we provide a backbone to support developers at every stage and a nerve channel to pass information back and forth, thereby cementing architectural constructs and automating or…
Image by Pexels from PixabayLogging is a necessity in the database world, well, the entire tech world. You need to know what is happening in and around your databases. It’s easy to setup in Azure SQL DB. This post will guide you through setting up and querying diagnostic settings to access your database logs easily.Setting up a diagnostic settingIt’s a good idea to have a dedicated log analytics workspace, rather than using the default one. You can use this to create one before setting up your diagnostic setting, or you can use an existing one. It’s quite easy to set…
Coder today extended its cloud-based environment for developing software to now include support for artificial intelligence (AI) agents that can be automatically assigned their own workspaces.Company CEO Rob Whiteley said this capability makes it possible to apply the same governance policies to any type of AI agent that the Coder cloud development environment (CDE) platform already enables DevOps teams to enforce.Additionally, Coder has also revamped its registry to make it simpler for DevOps teams to discover and share components, including AI agents.The Coder CDE via a unified interface (UI) will enable DevOps teams to more easily orchestrate tasks that have…
GitHub has introduced a new Agents page for its Copilot coding agent, now available in public preview, marking a significant step forward in automated development workflows. This feature addresses a persistent challenge in software development: Managing technical debt, bug fixes and feature implementation while maintaining focus on high-priority tasks.The Evolution of AI-Assisted DevelopmentThe traditional development workflow often involves context-switching between different types of work, from addressing technical debt to implementing new features. This constant switching can disrupt productivity and create bottlenecks in development cycles. GitHub’s Copilot coding agent aims to solve this problem by handling routine development tasks in the…
(2025-July-06) Very often, real-time, high-speed streams of events come from IoT devices, social media logs, website user interactions, and financial transactions. So, working with streaming datasets can place you in a different category of data engineering professionals, where you tend to understand the difference between Lambda and Kappa architectures, Kafka is more than a book writer to you, and topics are not only found in human conversations. In my post last week (https://datanrg.blogspot.com/2025/06/salesforce-cdc-data-integration.html), I talked about Salesforce Change Data Capture (CDC) event data streaming, where the initial event destination was file storage in Azure. But what if we anticipate a higher…
When you’re searching about the future of a career in MS SQL Server, you’re not just looking for a pat on the back. You want to know the truth. Is this a field worth your time? Will these jobs even exist in five or ten years? If you go all-in on SQL Server, will it actually pay off? The short answer is yes, but the real story is a bit more complex than that.Let’s be real—if you’ve wondered whether it’s still smart to build a career around MS SQL Server, you’re not the only one. It’s a valid concern. SQL…
The development landscape has just undergone a dramatic shift. Microsoft’s VS Code team has taken a bold step toward democratizing AI-powered coding by open-sourcing its GitHub Copilot Chat extension under the MIT license. This milestone represents more than just another code release; it’s a fundamental reimagining of how AI tools should be developed and deployed in the developer ecosystem.Breaking Down Barriers to InnovationThe decision to make VS Code an open-source AI editor addresses a growing concern in the developer community: The black-box nature of AI coding assistants. Until now, developers have been using powerful AI tools without understanding their inner…
Let’s dive into a topic that’s constantly buzzing in our industry: DevOps pipelines. We’ve all experienced the incredible transformation DevOps brought, dismantling silos and accelerating software delivery. But here’s a critical question for 2025 and beyond: Is your pipeline evolving?This is critical to understand because, without you realizing it, your DevOps pipeline might be stuck in the paradigms of its early successes. In a world continually upping the game in agility and continuous innovation, even “traditional” DevOps workflows are starting to reveal strains. The underlying challenge? Often, it’s the need for a more profound, intelligent, and integrated approach to automation.Many…
Hot off the presses! Firefox Nightly adds the new :heading pseudo! Easily style all headings, or use nth-child-like AnB syntax to select a range of headings! Needs layout.css.heading-selector.enabled flag enabled. Keith Cirkel Demo.