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A practical engineering guide to adding AI features to products already in production. Model selection, architecture patterns, cost management, and the RAG vs. fine-tuning decision.

92% of developers use AI coding tools. But 45% of AI-generated code fails security tests. Here's our actual workflow for shipping AI-assisted code without shipping vulnerabilities.

LLMs are everywhere. We use them daily — for code generation, reviews, and documentation. Here's what actually works, what doesn't, and where human judgment is still non-negotiable.