Dev Tools · 20h ago
From Vibes to Metrics: Production-Grade LLM Evaluation Pipelines
A team built an automated evaluation pipeline for LLMs that catches 92% of hallucinations before deployment. The system uses domain-specific judges, CI/CD integration, and golden dataset management to replace manual 'vibe checks'. It detected hallucinated responses in a customer support assistant that had already reached 500+ users.
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The article offers practical architecture for LLM evaluation, but the 92% figure lacks context on false positives and real-world deployment scale.
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Building Production-Grade LLM Evaluation Pipelines: From Vibes to Metrics →
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