#machine-learning

Articles tagged with #machine-learning

Prompt Engineering for Production AI Systems. Beyond the Basics
Most prompt engineering content focuses on getting better outputs. Production prompt engineering focuses on reliability, consistency, cost control, and failure handling at scale across real SaaS products.
Mar 30, 20263 min read1
Open Source vs Proprietary AI Models. A Founder's Decision Framework
GPT-4o vs Llama, Claude vs Mistral. Model selection debates are full of opinions and few real frameworks. This is the decision process I use across 8 production AI products.
Mar 27, 20264 min read1
RAG in Production. What I Learned Building Document Intelligence for Aviation Compliance
Building retrieval augmented generation for a compliance domain taught me lessons no tutorial covers. Chunking failures, retrieval accuracy, citation generation, and the hardest part. Knowing when not to answer.
Mar 26, 20263 min read