Content by RohitPoddar (1)

RohitPoddar outlines a confidence-aware RAG pattern that reduces “confident hallucinations” by adding explicit reliability checkpoints to a standard RAG pipeline, using Azure AI Search and Azure OpenAI. The post includes practical Python snippets for retrieval gating, citation validation, and an LLM-based abstention judge.