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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 one place for it to run, but to give every request the right place to land: on the laptop, in the organization’s cloud, or nowhere at…
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Cloud or NAS the Math for Kaum Mendang Mending
Most household storage advice compares a NAS to Google Drive on price and stops there. That comparison is not very useful, because at this scale the money is close enough that it should not…
Tagged cloud -
Estimating a Software Project Budget with AI in the Loop
Budget estimation is where most software projects quietly go wrong. Not because teams can’t code, but because the number leaves the room before anyone stress-tested it. This article walks through a practical, repeatable workflow…
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How to Deal with Software Requirement Changes (Without Losing Your Mind)
If you’ve ever worked on a software project, you know the feeling: the requirements you agreed on last month suddenly don’t match what the business needs today. This isn’t rare — it’s one of…
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The AI‑Powered Skillset Every Forward Deployed Engineer Must Master
Forward deployed engineers (FDEs) work at the front lines of technology delivery — inside customer environments, solving urgent problems, and building solutions that bridge product capabilities with real‑world constraints. Today, the role is evolving…
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Configure Visual Studio 2026 with 9 Router
Yes, 9 Router is small Node.js server on your machine that proxies chat requests to 40+ AI providers (Anthropic, OpenAI, Gemini, GLM, local Ollama, etc.), with automatic fallback when a subscription hits its quota…
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Save your token, here are the tips to build codes
Tips & Tricks to Save Your Claude Tokens While Building Apps in Visual Studio If you’re pairing Claude with Visual Studio or VS Code for day-to-day .NET development, you’ve probably noticed how fast tokens…
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Your AI Pair Programmer
One programmer, one business analyst, and several fullstack “AI co-developers” — all running through GitHub Copilot with Claude models. Here is the setup, from .md configuration files to team workflow, for both greenfield and…
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Let’s make Presentation Great Again!
A strong presentation opening sets the tone for the entire session—especially when you’re delivering training as a Microsoft Certified Trainer (MCT). Below is a complete, structured article you can use or adapt for your…
Tagged MCT -
Measuring Developer Productivity in the AI Era
Every engineering leader running GitHub Copilot in Visual Studio has asked some version of the same question: “Is this actually making us faster, or just making us feel faster?” Lines of code went up. Commit…