How does CueCrux handle malicious uploads or attempts to manipulate the corpus?

CueCrux integrates multiple defences from the ATAM (Auth, Trust & Anti-Manipulation) framework:

• Similarity detection prevents mass-uploading of near-duplicate propaganda.
• Reputation priors penalise content from known hostile venues.
• Collusion detection reveals clusters of mutually reinforcing artefacts.
• Prompt-injection firewalls block attempts to embed instructions into uploaded content.
• Counterfactual search uncovers contradictory evidence to prevent one-sided narratives.

Because every piece of evidence must pass QUORUM (MiSES), provenance verification, licensing checks, and multi-domain validation, malicious artefacts cannot “outvote” the wider corpus. Hostile uploads therefore have negligible power unless they are genuinely supported by independent, high-quality external evidence, a condition rarely met by bad actors.