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AI Engineer Lab

Why Your RAG Evaluation Is Wrong

Most RAG evaluations measure the wrong thing, on the wrong data, with a judge that rewards the wrong behaviour. Here is what to measure instead.

IntermediateDifficulty: Intermediate3 min readPython · Ragas · OpenAI API
Video
AI Systems$149

RAG Evaluation System

A production-ready evaluation harness: configuration sweeps, retrieval and generation metrics measured separately, and CI regression gates.

v2.1.0Python · Ragas · DuckDB
Evaluation

Six RAG Chunking Strategies Compared

Fixed, recursive, semantic, structural, sentence-window and parent-document chunking measured on retrieval recall across three corpora.

IntermediateDifficulty: IntermediatePython · Ragas · pgvector
Notebook
AI Systems

RAG Evaluation Lab

Most RAG systems are tuned by vibes. This is a reproducible harness that measures retrieval and generation separately, so you can see which half is failing.

IntermediateDifficulty: Intermediate~12h buildPython · Ragas · DuckDB
Code