
AI Engineering
Why Most AI Pilots Never Reach Production
A working demo and a production system are two different projects. Here's the gap most teams underestimate — and how to close it.
Usama Malik3 min read
2 articles found.

A working demo and a production system are two different projects. Here's the gap most teams underestimate — and how to close it.

A practical, non-hype breakdown of when retrieval beats fine-tuning for grounding an AI system in your company's data — and when it doesn't.