7 posts
AI hallucinations aren't a bug you can patch — they're built into how generative AI works. Here's why they happen, what they cost, and the concrete techniques that reduce the risk.
AI tools can get expensive fast if you are not careful. This practical guide shows IT admins and teams how to use fewer tokens, choose the right model for each task, set hard spend caps, and manage licences — so you get maximum value from every penny you spend on AI.
Three major AI tools, one IT admin, and months of real testing. This is an honest comparison of ChatGPT, Google Gemini, and Microsoft Copilot for the tasks IT professionals actually do — scripting, troubleshooting, documentation, and more.
Most people ask ChatGPT to write PowerShell the wrong way and get generic, untested code. This guide shows the exact prompt structure I use to get production-quality scripts first time — including the four elements that make the difference.
A system prompt is the single biggest upgrade you can make to your AI setup. It tells the AI who it is, how to behave, and what to focus on — before you even ask a question. Here is how to write one that transforms your results.
Never studied computers? No problem. This guide explains Artificial Intelligence, Generative AI, and ChatGPT in plain everyday language — with real-life examples anyone can understand, and a clear step-by-step path to start learning AI from scratch.
Move beyond toy demos to production-ready LLM integration: structured outputs, few-shot prompting, prompt chaining, cost control, and evaluation frameworks that actually work.
