Add citations and confidence to reduce hallucinations.
Confident but incorrect answers without citations, especially in niche domains.
Answers often lack sources, citations, or verifiability signals.
Cross‑check answers against fresh sources.
Mitigate jailbreaks and injections via policy and pattern filters.
Reduce over‑agreement with contradiction probes.