FAQ

What mechanisms prevent evidence manipulation or collusion?

Legal & Compliance FAQ

The ATAM (Auth, Trust & Anti-Manipulation) system detects:

  • collusive citation loops
  • coordinated manipulation attempts
  • prompt-injection threats
  • retracted or predatory venues
  • anomalous source clusters

Suspicious evidence is not censored but weighted down and labelled. Users see all claims alongside risk indicators, avoiding silent suppression while maintaining trust.