Work

Projects and interactive tools.

Deep Funding

Work on improving how the Ethereum ecosystem allocates funding across open-source projects.

Verdict — A Web3-native evaluation platform for collecting high-quality comparative judgments about Ethereum ecosystem projects. Jurors authenticate via Ethereum wallet and ENS identity, then complete structured comparison flows with AI-generated project summaries and dependency analysis. Built on Next.js 15 with Cloudflare Workers. See the write-up on the Gitcoin governance forum for what we learned.

Demos — Interactive tools built to explore the underlying allocation mechanics:

• Deep Funding Juror Tools — Suite for exploring ranking, voting, and comparison-based approaches to funding allocation
• Deep Funding Score Visualization — How repository weight distributions affect pairwise cost scores
• Deep Funding Market Comparison — Final market prices vs. Seer marketplace resolution

Seres

Seres — A knowledge base and simulation system for modeling self-replicating industrial ecosystems. It represents machines, parts, materials, and processes as a dependency graph, then simulates production over time to see what a system would need to reproduce itself. The goal is to make self-replication concrete and testable by exposing bottlenecks, missing dependencies, and the path toward greater industrial closure.