Longer-form notes on AI, digitalisation, and building products for complex domains.
Everyone wants AI to "predict" and "optimise". But in most engineering environments, the real battle is much more basic: getting clean, complete, and consistent data.
The best AI products don't shout "AI" on the screen. They quietly remove steps, reduce stress, and help people feel more confident in their work.
Retrieval-Augmented Generation is powerful, but in heavy domains like engineering, the design of your documents, schemas, and metadata matters as much as your embeddings.