Building Production-Grade LLM Evaluation Pipelines: From Vibes to Metrics How we replaced...
Building Production-Grade LLM Evaluation Pipelines: From Vibes to Metrics
How we replaced "looks good to me" with automated evaluation catching 92% of hallucinations before deployment
The Problem: Why "Vibe Checks" Fail in Production
Three months ago, our team shipped a RAG-based customer support assistant. It worked great in testing — we'd ask it questions, read the answers, and say "yeah, that looks right."
Then it hit production.
Everyone ships the RAG system. Almost nobody ships the eval system that tells them when the RAG...
Every time a new model ships, I face the same question for spectr-ai: does my contract auditor get...
Someone on your team built an LLM feature. Maybe it's an inline code-suggest. Maybe it's a "fix this...
Practical techniques for evaluating LLM outputs in production, from a full-stack AI engineer who ships AI features daily.
Shipping a language model integration without automated evaluation is flying blind. Manual review...
LLM Evaluation System Prompts Scored Rubrics Runtime Guardrails: A Practical Guide for...
