AI Engineering

Huyen's book on building applications on top of foundation models rather than training them. Covers evaluation methodology in depth, prompt engineering, retrieval augmented generation and context construction, finetuning and when it is worth the cost, inference optimisation, and the architecture of a production AI application. Current with the practice as it stands and specific about the failure modes and their measurement.