Thesis
The useful version of AI engineering is not prompt decoration. It is systems engineering under uncertainty.
Notes
Models are powerful components, but products need memory, retrieval, tools, permissions, evaluation, latency budgets, and recovery paths. The craft is deciding how these pieces should cooperate.
Working Claim
The next generation of excellent AI products will be built by people who can move comfortably between backend reliability, research taste, and interface design.