#rag

The line that clicked for me: behavior belongs in the weights, knowledge belongs in the context. Stop fine-tuning your FAQ into a model. The job that actually moves the needle now is curating the smallest set of high-signal tokens the model sees at inference time.

'AI engineer' isn't machine learning wearing a new hat. It's a different job that starts from a product and reaches for a model, not the other way around. Most job posts are confused about which one they're hiring for, and that confusion is where your leverage is.