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[ 01 ] Regression testing & root-cause forensics

RAGWatch

A CI/CD-integrated evaluation system that catches silent RAG quality drops before they reach production.

GOLDEN SET · V_PREV → V_NEXTREGRESSIONROOT CAUSERETRIEVAL MISSHALLUCINATIONCONTEXT DRIFT

Role

AI engineering & evaluation architecture

Stack

  • RAG
  • LLMs
  • CI/CD
  • Pytest
  • Evaluation

What it delivers

  1. Regression-tests systems against a golden benchmark dataset.
  2. Diagnoses failures across retrieval misses, hallucinations, and related root-cause categories.
  3. Makes version-over-version quality comparisons repeatable before production.
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