Dec 22, 2025
Just a placeholder for now 3...
How to build lightweight evaluation datasets that survive rapid product iteration.
- evaluation
- llm
- production
A useful evaluation set is small, stable, and representative. It does not need to be huge to be valuable.
Dataset shape
- Add canonical user tasks.
- Include common failure modes.
- Store expected outputs or scoring rubrics.
- Version the dataset with your prompts.
Scoring strategy
Use a weighted score so critical tasks dominate decisions:
Quick check loop
const threshold = 0.82;
export function canShip(overallScore: number, criticalScore: number) {
if (criticalScore < 0.9) return false;
return overallScore >= threshold;
}
This guards the cases that matter most for users, instead of averaging them away.