Dev Tools · 59m ago
Only 2 of 6 LLM eval frameworks survived merge queue testing
A developer tested six open-source LLM evaluation frameworks in a GitHub Actions merge queue over eight months. Only Promptfoo and DeepEval passed deterministic checks without flaky results. The key requirement was that gates must return consistent pass/fail verdicts on unchanged inputs.
Meridian48 take
The piece underscores a practical truth: flashy eval metrics are useless if they block clean PRs, and teams that force-merge past a gate have effectively disabled it.
Read the full reporting
We gated CI on six open-source LLM eval frameworks. Only two survived the merge queue. →
DEV Community
llm-evaluationci-cd