AI Testing & Validation

How to Test a RAG-Based System: Architecture, Failure Modes, and the Complete QA Guide

A deep-dive engineering guide on testing Retrieval-Augmented Generation (RAG) pipelines. Learn how to isolate ingestion, benchmark retrieval metrics (Recall@K, MRR), evaluate generation faithfulness, and catch hallucinations before production.

Testing the Unpredictable: How to Build Automated Eval Suites for LLMs and RAG Pipelines

Why traditional unit tests fail for AI, and the evaluation metrics modern engineering teams need to eliminate hallucinations before production.