The problem space

AI Hallucination & Citation Failures.

A practical map of how AI citation breaks down in the real world, from fabricated links to stale evidence and overconfident answers.

The problem-space cluster. It documents the concrete failure modes we see repeatedly: fabricated or non-resolving citation URLs, circular sourcing where one unverified claim becomes accepted background, stale evidence attached to time-sensitive claims, and overconfident answers built on mixed or conflicting evidence. The aim is to describe these failures precisely enough that teams can recognise them in their own systems.

In this cluster

Supporting articles.

Each article expands on one part of this pillar guide.

Articles coming soon.