After deploying hundreds of ML models to production across startups and enterprises, I’ve learned that model deployment is where most AI projects fail. Not because the models don’t work—but because teams underestimate the engineering complexity of serving predictions reliably at scale. This article shares production-tested deployment patterns from REST APIs to Kubernetes orchestration. 1. The […]
Read more →Category: Microsoft
Microsoft Corporation (NASDAQ: MSFT) is an American multinational corporation headquartered in Redmond, Washington, United States that develops, manufactures, licenses, and supports a wide range of products and services predominantly related to computing through its various product divisions. Established on April 4, 1975 to develop and sell BASIC interpreters for the Altair 8800, Microsoft rose to dominate the home computer operating system market with MS-DOS in the mid-1980s, followed by the Microsoft Windows line of operating systems.
Microsoft would also come to dominate the office suite market with Microsoft Office. The company has diversified in recent years into the video game industry with the Xbox and its successor, the Xbox 360 as well as into the consumer electronics and digital services market with Zune, MSN and the Windows Phone OS. The ensuing rise of stock in the company’s 1986 initial public offering (IPO) made an estimated three billionaires and 12,000 millionaires…
The Dawn of .NET 10 and C# 14: A New Era of Performance and Language Innovation Arrives
Introduction: After more than two decades building enterprise applications on the Microsoft stack, I’ve witnessed every major evolution of .NET—from the original Framework through the tumultuous transition to Core, and now to the unified platform that .NET 10 represents. Released on November 11, 2025, this Long-Term Support (LTS) release marks a significant milestone in the […]
Read more →Data Pipelines for LLM Training: Building Production ETL Systems
Building production ETL pipelines for LLM training is complex. After building pipelines processing 100TB+ of data, I’ve learned what works. Here’s the complete guide to building production data pipelines for LLM training. Figure 1: LLM Training Data Pipeline Architecture Why Production ETL Matters for LLM Training LLM training requires massive amounts of clean, processed data: […]
Read more →Building Cloud-Native Applications with .NET Aspire: A Comprehensive Guide to Distributed Development
Introduction: Building distributed applications has always been one of the most challenging aspects of modern software development. The complexity of service discovery, configuration management, health monitoring, and observability can overwhelm teams before they write a single line of business logic. .NET Aspire, Microsoft’s opinionated framework for cloud-native development, fundamentally changes this equation. After spending months […]
Read more →The IDE Wars Are Over: How Visual Studio 2025 and Modern Developer Tools Changed Everything
Remember when developers would argue passionately about whether Visual Studio, VS Code, JetBrains, or Vim was the “right” choice? Those debates feel almost quaint now. After two decades of watching IDE evolution—from the heavyweight Visual Studio 2003 that could barely run on 512MB of RAM to today’s AI-powered development environments—I can confidently say we’ve entered […]
Read more →The Evolution of .NET: Why Modern C# Development Feels Like a Different Language
If you’ve been writing C# for more than a decade, you’ve witnessed something remarkable: the language you learned in the early 2000s bears only a superficial resemblance to what we write today. This isn’t just about new syntax sugar or additional libraries—it’s a fundamental shift in how we think about building applications. After twenty years […]
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