Red teaming RAG systems
Test RAG systems for poisoned documents, cross-tenant retrieval, stale permissions, citation leaks, and unauthorized tool actions.
Red TeamingRAGEvaluation
Latest articles
The latest guides, tutorials, and product updates.
How to evaluate RAG systems
Evaluate retrieval and generation separately and end to end with representative datasets, groundedness checks, retrieval metrics, and production feedback.
RAGEvaluation
Find retrieval regressions before changing the prompt
Trace missing evidence through retrieval, reranking, and context assembly, then replay frozen context in Polyaxon to locate a RAG regression.
LLMOpsRAGEvaluation
Design search, retrieval, and recommendations with LLMs
Compare lexical, dense, and hybrid retrieval with a Polyaxon grid search, then inspect ranking quality, answer evidence, latency, and recommendation outcomes.
LLMOpsRAGGuides
Build knowledge-grounded LLM applications
Build and evaluate versioned RAG indexes with Polyaxon operations, resource configuration, connections, tracked manifests, and case-level reports.
RAGLLMOpsGuides