Loopin

Fair Content Ranking - Designing a weighted ranking system that accurately reflects content quality, engagement, and recency without favoring early or high-volume posters. Spam & Low-Quality Content Control - Preventing manipulation, spam, and engagement farming while keeping the platform open and accessible to new users. Sustaining User Motivation - Balancing competitive gamification elements (points, leaderboards) to encourage long-term participation without causing burnout or unhealthy competition.

ReBuzz introduces a gamified social ecosystem that rewards meaningful participation rather than raw activity. A weighted ranking algorithm evaluates content based on engagement quality, freshness, and user credibility. Gamification elements such as BUZZ points, leaderboards, and achievement mechanics incentivize consistent contribution, while moderation rules and behavior-based scoring help reduce spam and low-quality content. Together, these systems create a fair, competitive, and engagement-driven social platform.

• Enabled a fair, engagement-driven content ecosystem through intelligent ranking and gamification.
• Increased user motivation and participation by aligning rewards with content quality.
• Reduced spam and low-effort posts through behavior-based scoring and moderation logic.
• Delivered a scalable MVP ready for iteration, user feedback, and future growth.