SMRTR AIJul 14, 2026Dev.to

Your RAG Eval Isn't Flaky. Your Retrieval Is Non-Deterministic.

SMRTR summary

RAG evaluation scores were quietly shifting between runs, not because of model randomness, but because SQL queries without tie-breakers returned equally-ranked rows in unpredictable orders. Adding a deterministic tie-breaker to both retrieval queries fixed the inconsistency, making evals trustworthy without changing retrieval quality.

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