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How Rewards Work

Like a garden that grows richer with sustained care, your contributions compound over time — creating an accelerating trajectory of recognition.

How Edin Rewards Sustained Contribution

Edin uses a scaling-law reward model inspired by the compounding patterns found in nature. Like a garden that grows richer with sustained care, your contributions compound over time — early and consistent engagement creates an accelerating trajectory of recognition and reward. The model rewards depth over breadth: sustained, quality contributions within your domain generate exponentially greater returns than sporadic activity across many areas.

Read more about the philosophy

This approach reflects a fundamental belief: meaningful work takes time to mature. A contributor who dedicates months of thoughtful effort to a domain builds institutional knowledge, mentors others, and creates lasting value that deserves recognition beyond simple task counting. The scaling law ensures that the community rewards those who invest deeply in its long-term health.

Your contribution score is computed from multiple dimensions — the quality of your work as assessed by both AI and peer review, the complexity of tasks you take on, and normalization across domains to ensure fair comparison. These dimensions combine into a holistic score that reflects your true impact on the community.

What Shapes Your Score

⚙AI EvaluationSignificant factor▼
Each contribution is analyzed by our AI evaluation engine, which assesses code quality, documentation clarity, test coverage, and architectural alignment. The AI provides a transparent narrative explaining its assessment, ensuring contributors understand exactly how their work is evaluated.
🤝Peer FeedbackSignificant factor▼
Community members review each other's work using structured rubrics. Peer feedback captures dimensions that AI cannot — collaboration quality, mentorship impact, and creative problem-solving. This human perspective ensures the scoring system values the full spectrum of contribution.
📊Task ComplexityModerate factor▼
Not all tasks are equal. The complexity multiplier recognizes that architecting a new system requires different effort than fixing a typo. Tasks are categorized by scope, technical difficulty, and impact, ensuring that ambitious work is rewarded proportionally.
⚖Domain NormalizationBalancing adjustment▼
Different domains — Technology, Finance, Impact, and Governance — have different contribution patterns and volumes. Domain normalization ensures fair comparison across domains, so a governance policy contribution is valued fairly alongside a code commit.
How it all comes together

Each contribution receives a composite score from all four dimensions. This score is then amplified by the scaling-law compounding multiplier based on your tenure — the longer you contribute, the higher the multiplier grows. Think of it as a garden: each seed you plant (contribution) grows stronger in rich soil (sustained engagement), producing an ever-richer harvest (compounded rewards).

Your Garden is Growing

See how sustained engagement compounds your reward multiplier over time.

Patterns in the Garden

See how different contribution approaches produce different reward trajectories.

The Steady Gardener

A contributor who maintains consistent, quality engagement over a full year. Steady output compounds significantly through the scaling-law multiplier.

5 contributions/mo·72 avg quality·12 months
Result: 310.68 reward units at 6.5x multiplier

The Intensive Sprint

A contributor who delivers a high volume of work over a short period. Volume alone produces lower compounding because tenure drives the multiplier.

20 contributions/mo·65 avg quality·3 months
Result: 109.2 reward units at 1.8x multiplier

The Quality Cultivator

A contributor who focuses on fewer, exceptional contributions over two years. High quality combined with long tenure maximizes the compounding effect.

3 contributions/mo·92 avg quality·24 months
Result: 937.85 reward units at 14x multiplier

Explore Your Potential

Adjust the inputs below to see how different contribution patterns affect your reward trajectory.

Domain

Glossary

Domain Normalization▼
A statistical adjustment that accounts for differences in contribution volume and patterns across the four domains (Technology, Finance, Impact, Governance). Without normalization, domains with higher contribution frequency would dominate reward distributions.
Complexity Multiplier▼
A scaling factor applied to contributions based on their scope, technical difficulty, and community impact. Higher complexity tasks receive proportionally greater recognition in the scoring formula.
Temporal Aggregation▼
The process of combining contribution scores across different time windows — weekly, monthly, and quarterly — to capture both sustained engagement and recent activity. This multi-temporal view prevents gaming through short bursts of activity.
Scaling-Law Compounding▼
The mathematical principle underlying Edin's reward model. Like compound interest, sustained engagement produces exponentially growing returns. A contributor active for 12 months accumulates significantly more than 12 times what a one-month contributor earns, reflecting the deepening value of institutional knowledge and community trust.