Leverage AI as a personalised "code coach" to bridge the gap between manual testing and automation by translating plain English into executable scripts and providing line-by-line logic explanations.

In my experience, hypergrowth often masks a bigger crisis: skimping on testing discipline. From what I've seen, early-stage teams rarely struggle with quality. Small engineering groups share context ...

But now, when I sit down with engineering leads and ask if their RAG agent is actually working, they tend to give me vibes, not data. They tell me, "It feels faster" or "The summary looks detailed.” ...

Decoupling application logic from hardware lets engineers test firmware on host machines instead of waiting for dev boards.