Articles
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From Model to Product: Foundations for Practical AI Engineering
Read more: From Model to Product: Foundations for Practical AI EngineeringEveryone 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.
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Building a Production-Ready Prompt Engine: How I Designed a System That Handles Everything from Dynamic Templates to Multi-Layer Guardrails
Read more: Building a Production-Ready Prompt Engine: How I Designed a System That Handles Everything from Dynamic Templates to Multi-Layer GuardrailsA 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.
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Bringing Computer Vision to the Edge: How I Cut Real-Time Similarity Search Battery Usage by 50%
Read more: Bringing Computer Vision to the Edge: How I Cut Real-Time Similarity Search Battery Usage by 50%Building real-time computer vision on low-end mobile devices comes with unique challenges—especially when every second of inference drains battery. In this deep dive, I share how I optimized similarity search using HNSW, hybrid re-ranking, and edge-focused techniques to cut battery usage by over 50% while keeping accuracy nearly perfect.
