.NET 9: A Solutions Architect’s Guide to the Modern .NET Ecosystem

After two decades of 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 we have today. .NET 9, released in November 2024, represents the maturation of a platform that has finally delivered on the promise […]

Read more →

Deploying LLM Applications on Cloud Run: A Complete Guide

Last year, I deployed our first LLM application to Cloud Run. What should have taken hours took three days. Cold starts killed our latency. Memory limits caused crashes. Timeouts broke long-running requests. After deploying 20+ LLM applications to Cloud Run, I’ve learned what works and what doesn’t. Here’s the complete guide. Figure 1: Cloud Run […]

Read more →

GitHub Copilot Chat Transforms Developer Productivity: AI-Assisted Development Patterns for Enterprise Teams

Introduction: GitHub Copilot Chat, released in late 2023, represents a paradigm shift in AI-assisted development by bringing conversational AI directly into the IDE. Unlike the original Copilot’s inline suggestions, Copilot Chat enables developers to ask questions, request explanations, generate tests, and refactor code through natural language dialogue. After integrating Copilot Chat into my daily workflow […]

Read more →

.NET 8 and C# 12: A Deep Dive into Native AOT, Primary Constructors, and Blazor United

Introduction: .NET 8 represents a landmark release in Microsoft’s development platform evolution, bringing Native AOT to mainstream scenarios, unifying Blazor’s rendering models, and introducing C# 12’s powerful new features. Released in November 2023, this Long-Term Support version delivers significant performance improvements, reduced memory footprint, and enhanced developer productivity. After migrating several enterprise applications to .NET […]

Read more →

Azure API Management for Healthcare: Security and Compliance

Healthcare API Architecture with Azure APIM HIPAA Compliance Requirements ⚖️ HIPAA Technical Safeguards for API Management ✓ Access Control (§164.312(a)(1)): Role-based access, unique user IDs, emergency access procedures ✓ Audit Controls (§164.312(b)): Log all PHI access, monitor API calls, immutable audit trails ✓ Integrity (§164.312(c)(1)): Validate data not altered, use checksums/digital signatures ✓ Transmission Security […]

Read more →

Cost Optimization for AI Workloads: Tracking and Reducing LLM Costs

Last quarter, our LLM costs hit $12,000. In a single month. We had no idea where the money was going. No tracking, no budgets, no alerts. That’s when I realized: cost optimization isn’t optional for AI workloads—it’s survival. Here’s how we cut costs by 65% without sacrificing quality. Figure 1: Cost Optimization Architecture The $12,000 […]

Read more →