Articles & Insights
Practical articles on AI engineering, infrastructure decisions, and product strategy — from people who've shipped real AI products.
6 articles
Why basic prompting skills are commoditized, but deep prompt engineering for production systems is more valuable than ever.
The gap between a working demo and a reliable production AI system — and the concrete steps to cross it.
A clear comparison of retrieval-augmented generation and fine-tuning — when each makes sense and why RAG is often the right first move.
A developer-friendly guide to vector databases — what embeddings are, how similarity search works, and when you actually need one.
Understand the spectrum of AI agent architectures — from simple prompt-response loops to multi-step autonomous planning systems.
A practical framework for choosing between OpenAI/Claude APIs and running your own LLM — cost, latency, privacy, and control compared.