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Search-Driven Applications in .NET with Azure AI Search, Cosmos DB, and Vector Embeddings

1 Search-Driven Applications in .NET with Azure AI Search, Cosmos DB, and Vector Embeddings Search used to mean matching words in a textbox against words in a database or index. That model still

Code Review Copilot for .NET Repos: Combining Roslyn Analyzers, GitHub, and Azure OpenAI

1 The Era of Hybrid Code Review: Beyond Static Analysis Software teams rely on pull requests to maintain code quality and consistency, but expectations around PR review have grown significantly. R

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, an

Bandit-Driven Feature Flags in ASP.NET Core (with Azure ML)

1 Introduction: The Evolution from "If" Statements to Intelligent Decisions Software teams have long relied on feature flags and A/B testing to control rollouts and optimize user experiences. At t

Conversational Analytics: Building a Production-Ready Natural Language Query Engine for SQL with Semantic Kernel and .NET

1 The Dawn of Conversational Data: Beyond the Dashboard The promise of data-driven decision-making has always been tantalizing: a world where every team member, regardless of technical skill, can

The Self-Writing Report: Architecting Automated Business Insights with Azure OpenAI and Power BI

Executive Summary / Abstract For decades, business intelligence (BI) has been dominated by static dashboards and manual interpretation. While these dashboards excel at visualizing what happened,

The Architecture of Recommendation Systems: From Collaborative Filtering to Deep Learning

Sudhir mangla
AI & Machine Learning,Cloud Architecture
15 Aug, 2025

1 Introduction: Beyond the Algorithm Every architect knows the temptation of focusing only on the model. But in practice, a recommendation engine is not “just an algorithm”—it’s a living, evolving

Integrating Azure AI Services: An Architect’s Playbook for Building Smarter .NET Applications (2025 Edition)

1 The 2025 AI-Powered Application: A Paradigm Shift for .NET Architects 1.1 Introduction: Beyond the Hype – Practical, Agentic AI for the Enterprise As we move deeper into 2025, conversations