RAG

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All GenAI Evaluation Agents Deep Learning LLMs Kaggle Classical ML Healthcare PyTorch Computer Vision IDP Python Automotive Fine-Tuning MLOps RAG Responsible AI

2 posts

Posts

AWS Blog2025

Detect Hallucinations for RAG-Based Systems

RAG systems still answer confidently when the retrieved context does not support the answer. We add a detection layer that flags those cases, comparing methods such as LLM-as-judge and semantic similarity on accuracy against cost.

GenAI LLMs RAG

AWS Blog2023

Improve LLM Responses in RAG Use Cases by Interacting with the User

When retrieval returns a weak answer, most RAG systems reply anyway. We add a clarification tool so the system asks a follow-up question instead, combining Amazon Kendra retrieval, LangChain orchestration, and Amazon Bedrock.

GenAI LLMs RAG