Trishool Deploys Sliding Window Guard Model

Trishool resolved a deployment warmup issue that was causing inconsistent results, delaying their challenge by 30 minutes. The team implemented a sliding window technique in the guard model to defend against context stuffing exploits observed in recent challenges, addressing a real-world problem relevant to multi-turn conversations. The updated guard model is now live.

• •Deployment warmup issue caused old model versions to serve; resolved within 30 minutes
• •Sliding window technique added to guard model to block context stuffing attacks
• •Team intentionally sharing new defenses with community to crowdsource additional exploits