What we want next
Leaderboard
Every system, the same cases, the same tools
Cost
Accuracy against cost per case
Effort
More thinking helps Astra, not Fable
Deadline
Both models now finish inside the time limit
Refusals
Neither model declined a single case
Integrity
No cheating, no refusals, no downgrades
The site-wide checks live on their own pages: Cheating · Refusals · Hygiene · About & methods.