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How to evaluate an LLM system without fooling yourself
Vibes-based evaluation is how teams ship regressions. A practical framework: golden sets, calibrated judges, regression gates, and the failure modes of each.
Topic
Shipping, monitoring and retraining models in production.
Vibes-based evaluation is how teams ship regressions. A practical framework: golden sets, calibrated judges, regression gates, and the failure modes of each.
The question is not which is better. It is which failure you are trying to fix — missing knowledge, wrong behaviour, or unacceptable cost.