Expert guides, practical tips and real-world stories from 25+ years of developing bespoke .NET web applications, mobile apps and digital solutions for UK SMEs.
13 Dec 2025
Most software engineers should not train AI models — but there are specific, limited scenarios where it can make sense. This guide explains when training a model is justified, when it isn’t, and how senior engineers should decide.
8 Dec 2025
A pragmatic look at why most senior software engineers — especially solo developers and SME specialists — should not waste time training AI models, and should instead focus on using existing LLMs effectively with prompts, guardrails, RAG and system design.