# optimism

## Hero

### 4 grants delivered for the Optimism ecosystem

Optimism needed governance gamification, sybil detection for Farcaster, an AI assistant, and a tech partner program to help OP-native projects ship. We delivered all four — GovQuests with leaderboards and streaks, a social graph sybil model with 0.7+ AUC, a chatbot trained on Optimism governance, and end-to-end development for 8+ projects including Pike, Namespace, and Candide.

## What we delivered

Each grant addressed a different layer of the ecosystem. GovQuests gamified governance participation. The sybil model is deployed as a public API and Farcaster Mini App. The AI assistant is live. The tech partner program shipped apps for 8+ teams.

- GovQuests: governance gamification platform with leaderboards, streaks, tier system, push notifications, and OP token rewards — all milestones approved
- Farcaster Social Graph: sybil detection model achieving 0.7+ AUC, deployed as a public API with a Farcaster Mini App for user reporting
- Bleu Assistant AI: chatbot trained on Optimism governance data with Q&A and automated forum discussion summaries
- Tech Partner Program: end-to-end design, backend, frontend, and analytics for 8+ OP-native projects — Pike, Namespace, Candide, Silo, and others
- All milestones approved and disbursed across all four grants

- **GovQuests**: Governance gamification platform with quests, leaderboards, streaks, tiers, and OP token rewards. Designed to increase delegate participation and make governance accessible to newcomers.
- **Farcaster Sybil Detection**: Social graph-based sybil detection for Farcaster using machine learning and graph algorithms. Public API, Farcaster Mini App, and monitoring dashboard — all open source.
- **Optimism AI Assistant**: Chatbot trained on Optimism governance data. Answers community questions and generates automated summaries of forum discussions.
- **Tech Partner Program**: Full-service development for OP-native projects lacking frontend or infra capacity. Shipped apps for Pike, Namespace, Candide, Silo, and others — 1000+ hours of work.