production AI

  • From Model to Product: Foundations for Practical AI Engineering

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    Everyone is building with AI today. Very few are building systems that actually work in production. This article explores the real gap between models and products, and why thinking like an AI engineer matters more than ever.

  • Building a Production-Ready Prompt Engine: How I Designed a System That Handles Everything from Dynamic Templates to Multi-Layer Guardrails

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    A behind-the-scenes look at how I designed and built a production-ready prompt engine—from dynamic templates and reusable components to multi-layer guardrails, structured output, and parallel execution. This architecture powers real-world AI assistants, agents, and workflow systems.