Prepare the source set

Remove obsolete copies, keep ownership and split documents in a way that preserves useful context.

Make retrieval visible

Store the passage and document behind each answer so a person can check it quickly.

Test failure cases

Use questions with missing, conflicting and outdated evidence. Fluency should never hide uncertainty.

Official technical sources

These sources support the technical explanation. The right fix still depends on the environment where the problem appears.

  1. AI Risk Management FrameworkNIST
  2. Generative Artificial Intelligence ProfileNIST