What Data You Actually Need Before You Fine-Tune Any AI Model?
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.
How to Pick the Right AI Agent Framework for Your Product
The best software idea in your industry is hiding in the workaround everyone tolerates. Here is why knowing a single industry deeply beats building for everyone.
How to Pick the Right AI Orchestration Framework for Your Product
Your developer stopped answering and the software is half-built. Here is what to secure first, what you actually own, and how to decide whether to finish, fix, or rebuild.
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.
A new website can quietly cost you your Google rankings and your mentions in ChatGPT. Here is what a redesign breaks, and the order that keeps both.
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.
One article a fortnight. No fluff, no product pitches — just substantive thinking on building vertical software that works in the real world.