The resurgence of design thinking in enterprise software development might seem paradoxical in an era dominated by AI-generated solutions and automated workflows. Yet after two decades of building products across startups and Fortune 500 companies, I’ve never seen human-centered design principles more critical than they are today. The tools have changed dramatically, but the fundamental… Continue reading
Tag: AI
The Vibe Coding Revolution: How AI Assistants Are Redefining Developer Productivity in 2025
The term “vibe coding” emerged organically from developer communities in late 2024, describing a new paradigm where programmers collaborate with AI assistants not just for code completion, but for entire development workflows. After spending two decades writing code the traditional way, I’ve spent the past year deeply immersed in this new world—and the productivity gains… Continue reading
Machine Learning Fundamentals: A Comprehensive Guide to Enterprise AI Foundations
Discover the foundations of machine learning from an enterprise architect’s perspective. Learn core ML concepts, the ML workflow, and practical Python implementations to kickstart your AI journey.
Tips and Tricks – Implement Retry Logic for LLM API Calls
Handle rate limits and transient failures gracefully with exponential backoff.
Tips and Tricks – Implement Idempotent ETL with Merge Statements
Use MERGE (upsert) for safe, rerunnable data pipelines that handle duplicates gracefully.
Tips and Tricks – Implement Domain Events for Loose Coupling
Use domain events to decouple components and enable reactive architectures.
Claude API Deep Dive: Building with Anthropic’s Models
A comprehensive guide to the Anthropic Claude API covering Claude 3.5 Sonnet, tool use, vision, computer use, and production best practices.
The Complete Guide to RAG Architecture: From Fundamentals to Production
Master Retrieval-Augmented Generation (RAG) with this expert-level guide. Learn about RAG types (Naive, Advanced, Modular, Agentic), chunking strategies, embedding models, vector databases, hybrid retrieval, and production best practices with high-quality architecture diagrams.
OpenAI API Complete Guide: From Chat Completions to Assistants
A comprehensive guide to the OpenAI API covering GPT-4o, function calling, the Assistants API, vision capabilities, and production best practices with code examples.
Building Production AI Applications with .NET 8 and C# 12
When .NET 8 and C# 12 were released, I was skeptical. After 15 years building enterprise applications, I’d seen framework updates come and go. But this release changed everything for AI development. Let me show you how to build production AI applications with .NET 8 and C# 12—using actual C# code, not Python wrappers. Figure… Continue reading
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