Explore the future of DevOps with bot-driven development (BotDD) that integrates AI-powered tools. Learn how intelligent agents enhance automation, testing, and project management, transforming the software lifecycle.
Author: drweb
In this guide, we feature some of the best Linux distributions with the stunning KDE Plasma desktop environment that deliver the perfect blend of beauty, performance, and customization. The KDE Plasma desktop is renowned for its sleek design, extensive customization options, and impressive performance. For users who appreciate a polished, modern interface with the flexibility to tweak every detail, Plasma is a dream come true. But which Linux distributions make KDE Plasma their default desktop environment? Here, we’ll explore seven standout distros that embrace Plasma, each offering its unique spin on this versatile desktop environment. 1. Kubuntu Kubuntu is the…
APIs sit at the centre of modern software. From data pipelines to mobile apps, Python developers increasingly rely on third‑party services to deliver core functionality. When those integrations fail, the impact is immediate: downtime, broken features, or worse, leaked data. That’s why robust API clients matter. As microservices and cloud platforms multiply, client-side reliability has become just as important as server-side design. A small oversight in how you handle retries or tokens can ripple through an entire system. The real challenge is balance. You want code that’s simple enough to maintain, yet strong enough to survive real-world conditions like flaky…
The conversation around generative AI has gotten stuck. In many organizations, it’s a topic for show and tell, not for daily work. Proofs of concept multiply while real impact stays frustratingly absent. The core issue isn’t the technology itself, which improves almost weekly. The real bottleneck is operational. Companies fail to redesign their fundamental workflows to actually use these tools. From the COO’s chair, the view is different. It’s a pure execution problem, a question of scale and measurable outcome, not technical possibility. Why Most GenAI Initiatives Stall After the Pilot Stage A successful pilot proves a model can function…
We introduced Docker Sandboxes in experimental preview a few months ago. Today, we’re launching the next evolution with microVM isolation, available now for macOS and Windows. We started Docker Sandboxes to answer the question: How do I run Claude Code or Gemini CLI safely? Sandboxes provide disposable, isolated environments purpose-built for coding agents. Each agent runs in an isolated version of your development environment, so when it installs packages, modifies configurations, deletes files, or runs Docker containers, your host machine remains untouched. This isolation lets you run agents like Claude Code, Gemini CLI, Codex, Kiro, and Copilot with autonomy. Since…
Ai2’s open-source SERA coding agents slash the cost of training repository-aware AI, enabling teams to customize high-performance coding agents on private codebases for as little as $400.
Want to add ChatGPT, image generation, and AI capabilities to your Python apps? The OpenAI Python SDK makes this straightforward. In this guide, you’ll build AI-powered features—from chat interfaces to semantic search—using Python 3.13 and the latest SDK patterns. What you’ll learn: Chat completions with streaming responses, function calling for API integration, embeddings for semantic search, vision analysis, and production deployment with proper error handling. All code is ready to copy and run. Quick heads-up: If you’re using old code with openai.ChatCompletion.create(), that pattern broke in November 2023 when version 1.0 launched. The SDK now uses client instances, which is…
Fix Slow, Bloated MSDB: Purge Old History And Add Missing IndexesAfter tempdb, msdb is often the most abused system database, growing unchecked until it tanks your backup reporting and job monitoring.I’ve watched MSDB performance degrade across multiple SQL Server instances. It’s not optimized out of the box and doesn’t get much care, so as it balloons to 100GB+, metadata queries crawl, showing up as top offenders in Activity Monitor.Another indicator of MSDB performance problems: missing indexes in MSDB showing at the top of the missing indexes DMV results.In the past, I’d just find and add missing indexes. But MSDB tuning…
Your chatbot can’t answer questions about your company’s internal docs. Your AI assistant hallucinates facts instead of checking your knowledge base. Sound familiar? RAG (Retrieval Augmented Generation) solves this by connecting your LLM to actual documents, so it answers based on facts, not fiction. In this guide, you’ll build a working RAG system in Python—from basic document search to production patterns with hybrid retrieval and re-ranking. The code uses LangChain and local embeddings, so you can test everything without paying for API keys. What you’ll learn: Why vanilla LLMs struggle with specific knowledge, how RAG fixes hallucination problems, building document…
In the wake of the massive Shai-Hulud supply chain attack that ripped through npm late last year and compromised more than 700 packages and exposed 25,000 repositories, developers in the JavaScript world embraced a two-part defense strategy. The widely adopted playbook called for disabling lifecycle scripts and using lockfiles. “It became the standard advice everywhere […]