Installing Windows 10 Client Hyper-V in VMware Workstation/Fusion/ESX

As a Windows 10 Insider, I would always latest version of Windows on VMWare Player, Workstation or VirtualBox. Recently I was trying to set up a Windows Phone 10/UWP development environment inside a VMWare virtual machine. I tried to enable Hyper-V platform components in my Windows 10 Preview Virtual machine. It shows an error. Hyper-V […]

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LLM Chain Debugging: Tracing, Inspecting, and Fixing Multi-Step AI Workflows

Introduction: Debugging LLM chains is fundamentally different from debugging traditional software. When a chain fails, the problem could be in the prompt, the model’s interpretation, the output parsing, or any of the intermediate steps. The non-deterministic nature of LLMs means the same input can produce different outputs, making reproduction difficult. Effective chain debugging requires comprehensive […]

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Back to Basics : Singleton Design Pattern using System.Lazy type

This article takes you to a simpler/alternative approach in making a Singleton Design Pattern implementation using System.Lazy class rather that using our traditional approach. Singleton Design Pattern implementation without lazy initialization: This code is thread safe enabled This approach ensures that only one instance is created and only when the instance is needed. Also, the […]

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Embedding Model Selection: Choosing the Right Model for Your Use Case

Introduction: Choosing the right embedding model is one of the most impactful decisions in building semantic search and RAG systems. The embedding model determines how well your system understands the semantic meaning of text, how accurately it retrieves relevant documents, and ultimately how useful your AI application is to users. But the landscape is complex: […]

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New Certification – MCSD – Azure Solution Architect

Microsoft has made availability of new MCSD certification called as “MCSD – Azure Solutions Architect“. Required Exams: 070-532: Developing Microsoft Azure Solutions 070-533: Implementing Microsoft Azure Infrastructure Solutions 070-534: Architecting Microsoft Azure Solutions Once you complete the above required exams you will be awarded MCSD – Azure Solutions Architect certificate valid for 2 years. PS: […]

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Introduction to HTTP/2

The reason I got started with topic is that, there  were some buzz around Visual Studio 2015 RC support for HTTP/2 and Windows 8 – IIS support for HTTP/2. I was curious to learn further about the HTTP/2 and sharing my findings in this article. About HTTP/2. HTTP/2 is the first new version of HTTP […]

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