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.

