Project Falcon models discourse escalation with state machines

This research pivots away from static toxicity classification toward a more sophisticated sequence modeling approach that captures the "trajectory" of a flame war.

• –The focus on "Identity Activation" as a key transition state provides a powerful psychological lens for understanding why debates derail.
• –Treating "Dogpile" as an emergent, non-recoverable state offers a concrete exit condition for automated moderation systems.
• –Its proposed application within the AT Protocol ecosystem highlights a growing need for portable, behavior-based trust signals in decentralized social media.