Automotive software engineer exploring how AI changes open-source software development.
I contribute to OpenClaw and ClawSweeper, focusing on runtime reliability, integrations, review automation, and developer-facing behavior.
Upstream work: OpenClaw · ClawSweeper
I started contributing to open source after discovering Claude Code and OpenClaw.
Since then, I have been using real upstream work to explore how AI-assisted development can make OSS contribution faster and more effective.
While contributing upstream, I am also building and dogfooding contributor tools for issue discovery, code review, development orchestration, and validation. Some of that tooling is still private while the workflows settle, with useful and reusable parts intended for public release.
⚡ OSS Warrior — GitHub contribution scouter/game
Mostly for fun.
🔍 Scan any GitHub account with the scouter
Warrior status details
| League | Power | Rank | Next rank |
|---|---|---|---|
| CONTRIBUTOR | 2,717 | GOLD (Mainstay) | PLATINUM at 3,700 (73%) |
| MAINTAINER | 0 | UNCHARTED | BRONZE at 175 (0%) |
| SOLO | 123 | UNCHARTED | BRONZE at 175 (70%) |
TOTAL POWER 2,840 — GOLD · PLATINUM at 3,700 (77%) · window 2026-06-29 → 2026-09-27 (90d-normalized ×1.00)
Badges
- 101 arena wins
- 15 commits shipped
- 14-week merge streak
Every figure derives from public GitHub events. Formulas: SPEC.




