4 published lessons with this tag.
If no possible observation could prove your schema wrong it is not a useful model.
Run two versions of an agent simultaneously and let the data tell you which performs better.
Change one thing at a time so you can attribute improvements to specific changes.
Without a baseline measurement, you cannot know whether your optimization actually improved anything.