What Industry-Trained AI Actually Means Beyond the Marketing (Legal AI, Healthcare AI, Finance AI)
The 3 levels of "industry-trained AI" being sold today, how to tell which one you are being pitched, and when to buy versus build.
How to See What Your AI Actually Does in Production
How to Pick the Right AI Agent Framework for Your Product
How to Pick the Right AI Orchestration Framework for Your Product
What fine-tuning data really needs to look like, the 3 signs your data is not ready yet, and what nobody tells you about the labelling that produces it.
The 3 levels of "industry-trained AI" being sold today, how to tell which one you are being pitched, and when to buy versus build.
The 7 admin AI workflows already cutting staff hours in schools across every size, and the 3 ideas that keep getting pitched but fall apart on real students.
How to pick between open-source models (Llama, Mistral, Qwen) and closed-source models (GPT, Claude, Gemini) for a custom product build.
The 6 AI workflows that actually pay back for a coaching institute, and the 3 that keep getting sold but never deliver. Plain-English guide for institute owners.
Small language models keep beating large ones on narrow, focused tasks. Here is when smaller is actually the right pick for your product.
One article a fortnight. No fluff, no product pitches — just substantive thinking on building vertical software that works in the real world.