Building Confidence with Tiny, Repeatable Wins in AI Development What counts as a small repeatable win? In the context of AI projects, a "wi

Building Confidence with Tiny, Repeatable Wins in AI Development What counts as a small repeatable win? In the context of AI projects, a "win" is any step that can be verified automatically and reproduced on every run. Examples include a unit test that passes, a data preprocessing script that finishes without errors, or a modest improvement in validation accuracy (for instance, a 0.5% lift). The key is that the win does not depend on manual inspection or luck; it is defined by clear success criteria and can be checked by a script after each iteration. By treating these micro‑achievements as...