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Building Enterprise AI Agents with Semantic Kernel and RAG in .NET

1 The Modern Enterprise Knowledge Challenge Enterprise teams are increasingly adding AI assistants to internal tools, but most quickly run into the limits of simple RAG implementations. A basic

Enterprise Knowledge Copilot in .NET: Building a Secure RAG Bot with Azure OpenAI, Semantic Kernel, and Azure AI Search (Step-by-Step)

1 The Enterprise RAG Architecture: Beyond "Hello World" Most organizations start their “copilot” journey with a simple demo: a page where you upload a few documents, run basic embedding search,

From Single Agents to Agentic Systems: A Practical Blueprint for Senior Engineers

Sudhir Mangla
Artificial intelligence , GenAI patterns
23 Oct, 2025

1 Foundations: Agents vs. Agentic Systems In this opening section, we’re going to lay the conceptual groundwork for the shift from single agents to agentic systems. If you’re a senior engineer, te

The Agent-Driven Spec: From Product Requirement Document to Production-Ready Tech Specifications in Days, Not Weeks

Sudhir Mangla
Artificial intelligence , GenAI patterns
19 Sep, 2025

1 Introduction: The End of Ambiguity Product development in software has always carried a paradox: the more detail you add to requirements, the more room there seems to be for misinterpretation. E

From Data to Docs: A Blueprint for Using GenAI to Automatically Document Datasets and Analytics

1 The Documentation Dilemma: Why Your Best Data is Your Most Obscure Asset Every senior developer, data architect, or tech lead has felt the sting of missing or outdated documentation. The databas

Architecting LLM-Powered Applications: A Comprehensive Guide for .NET Architects

Sudhir mangla
Artificial Intelligence , Genai patterns
26 Jun, 2025

Abstract This guide offers .NET architects a comprehensive framework for designing, building, and deploying robust applications powered by Large Language Models (LLMs). Moving beyond theoretical d

Unlocking GenAI Magic: Mastering Embeddings Patterns with C# (for Microsoft Software Architects)

Hey there, fellow Software Architect! Ever tried explaining complex concepts to someone who doesn't speak your language? It's painful, right? Computers feel the same when they try understanding our nu