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The biggest model is not the best model
The right local model is the largest one that fits your memory with room to spare and still answers fast enough to be useful. You can measure both before you download anything. Every week a new open model appears with a bigger number in its name. Grab the largest one and your laptop fan screams, the cursor freezes, and a…
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It’s time to be local AI
we ran out token! Artificial Intelligence is no longer a cloud-only technology. Today, developers can run powerful AI models directly on their laptops, workstations, and developer machines without sending data to external services. Local…
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Building a Hybrid AI Architecture:
Local AI with Jan, Organization AI on Microsoft Foundry, and a Data Leakage Filter Support Why a hybrid AI architecture The safest way to bring generative AI into an organization is not to pick…
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The Complete Guide to AI Certifications in 2026
Microsoft, GitHub, AWS, Google, PMI, NVIDIA, IBM, Databricks, OpenAI, and More Artificial Intelligence is rapidly becoming a core workplace skill, much like email, spreadsheets, and cloud computing once were. Whether you are a business…
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AI Overloaded
If you open a tech forum today, the question is no longer “should I use AI?” It is “which one, for what?” Most of us already juggle two or three assistants without a clear…
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Working With Your AI Crew: A Step by Step Daily Workflow for IT Workers
The mistake almost everyone makes first The first thing most of us did when AI tools arrived was pick one and try to make it do everything. You open a chat window. You ask…
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Hosting my AI in NAS storage
AI coding assistants like Claude are usually tied to a laptop or workstation. But for many developers, there’s a new need: an AI that can work autonomously, without the computer being turned on, and…
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Let’s create ninja! sub-agent agile team
One long chat with one AI assistant works for small tasks. It starts to break down when the work has stages: understand the idea, plan it, build it, test it. Context gets muddy, and…
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Kiro is this agentic AI good?
So yesterday i try Kiro. Kiro is an agentic AI with codes editor. Kiro is a spec‑driven, agentic AI IDE built around structured requirements and automated workflows. This is contrast with GitHub Copilot that…
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Migrating ridilabs.net: Eleven Years from BlogEngine.NET to WordPress
After more than eleven years on BlogEngine.NET, ridilabs.net now runs on WordPress. The decision was not an easy one. BlogEngine served me well through hundreds of posts, but the hosting bill no longer matched…