Algorithm Design
Transparent, user-controlled feeds that prioritize well-being over engagement metrics.
The Current Problem
Today’s social media algorithms are designed with one goal: maximize engagement. This sounds reasonable until you realize that outrage, fear, and conflict are highly engaging. The result is platforms that systematically amplify divisive content because it keeps people scrolling.
These algorithms are also opaque. Users have no idea why they’re seeing what they’re seeing, and no meaningful control over their experience.
Our Approach
We believe algorithms should serve users, not exploit them. Our design principles:
Transparency First
Every algorithmic decision should be explainable. When you see a post, you should be able to understand why it was shown to you. “Because your friend liked it” or “Because you follow this topic” are acceptable explanations. “Because our model predicted you’d engage with it” is not.
User Control
You decide what matters to you. Want to see posts chronologically? You can. Want to prioritize posts from close friends? You can. Want to filter out certain topics during stressful times? You can.
Well-being Metrics
Instead of optimizing for time-on-platform, we’ll measure and optimize for user satisfaction, meaningful connections, and self-reported well-being. If people feel worse after using the platform, we’re failing.
No Dark Patterns
No infinite scroll designed to keep you hooked. No notifications engineered to create anxiety. No algorithmic tricks to make the platform addictive.
Technical Implementation
Our feed algorithm will be:
- Open source: Anyone can inspect the code
- Auditable: Regular third-party audits of algorithmic outcomes
- Configurable: User preferences actually matter
- Bounded: Natural stopping points rather than endless feeds
What This Means in Practice
When you open the app, you’ll see content from people and topics you care about, presented in a way you’ve chosen. The platform won’t try to manipulate your emotions or exploit your psychology. It will simply help you connect with others and stay informed about what matters to you.