octapar
2025a multi-stage algorithmic framework that uses conversational onboarding and a weighted attention mechanism to generate semantically coherent, perfectly balanced user groups from deep multi-modal profiles — addressing the persistent challenge of fair and consistent group formation in online, educational, and enterprise settings.