WHY ENGAGE
Why this initiative matters
AI-organization, audit, collusion, privacy, and harness research directly expose system-level failure.
HIGHEST-VALUE CONTRIBUTION
Where help can compound
Support external replication, heterogeneous models, persistent scenarios, and shared evaluations.
THE FIRST QUESTION TO ASK“Will they support independent replication and disclose meaningful negative results?”