Managing Hallucinations in RAG

March 05, 2027 • By Abdul Nafay • RAG and Knowledge Systems

Managing Hallucinations in RAG - A technical exploration of RAG and Knowledge Systems by AgentVidia's research team. Scaling operations beyond human constraints.

The Logic of the Grounded Mind

Hallucination is the "Killer" of enterprise AI. In a **RAG System**, hallucinations are prevented by "Forcing" the agent to reason only within the provided context and using "Fact-Checkers" to verify every claim.

The Anti-Hallucination Stack

We build our "Truthful Agents" on four foundations:

NLI (Natural Language Inference): Using a small, fast model to check if "Statement A" logically follows from "Context B."
Self-Correction Prompts: Prompting the agent to "Find 3 errors in your own draft based on the context" before final output.
Citation Requirements: Ensuring that every sentence has a