AI engineering / Field note
Verification before velocity
Fast AI output is useful. Independent checks make it dependable.
Generation is only a first step
AI can draft code, suggest research hypotheses and explain difficult material at remarkable speed. But a plausible answer isn't the same thing as a tested answer.
Make checks visible
In software, run tests and compare with reliable baselines. In mathematics, replay certificates or establish proof obligations. In scientific work, distinguish exploratory patterns from established evidence.
The goal
Use automation to increase productivity while keeping validation, uncertainty and reproducibility in the workflow.