Can harmful or defamatory outputs still occur, and how does CueCrux respond if they do?

No system is perfect, but CueCrux’s layered safety stack makes harmful outputs extremely unlikely. If they occur, the platform provides:

• Immediate appeals pathways through SupportCrux.
• Receipts showing exactly how the output was formed.
• Clear transparency if an incorrect source was used.
• Rapid correction via ingestion or retraction flags.
• Cross-checks that ensure the error cannot propagate.

Because every answer has a provenance trail, CueCrux can demonstrate good-faith handling, reducing liability. The system’s architecture also allows teams to isolate the root cause: model drift, source manipulation, stale evidence, ingestion error, or user-uploaded misinformation. This makes remediation fast, targeted, and audit-safe.