Tag: mlops

All the articles with the tag "mlops".

• You Can't Improve What You Don't Measure: Evaluating Knowledge-Grounded Retrieval Systems

  Published on:February 24, 2026

  •7 min read

  After shipping a RAG retrieval system, the hardest question is whether it actually works. This post covers RAGAS, LLM-as-judge calibration, the evaluation triad, and how to build an eval pipeline that gives you real signal.

• The Pipeline Problem: Building the Data Foundation for an Agent That Doesn't Lie

  Published on:January 14, 2026

  •8 min read

  A story about graduating from ad-hoc ingestion scripts to a real distributed file-processing platform using Ray and Azure, and the hard lessons learned along the way.