index 5772f3f..e189a10 100644
@@ -19,12 +19,12 @@ contributing to open source is one of the highest-leverage things a teen builder
## my open source contributions
### OpenClaw (April 2026)
-- **PR #3343:** loguru fix — merged. a small fix, but it got my foot in the door.
-- **PR #3346:** vite fallback — addressing a build issue.
+- **first PR:** loguru fix — merged. a small fix, but it got my foot in the door.
+- **second PR:** vite fallback — addressing a build issue.
- the lesson: start small. your first PR doesn't need to be a major feature. fixing a bug, improving docs, or cleaning up an error message is a legitimate contribution that helps the project and gets you familiar with the codebase.
### IPD tournament
-- forked from AleTuch17 → annliz → my version
+- forked from existing implementations
- rewrote for 10x speedup
- the lesson: forking an existing project and substantially improving it is a form of open source contribution. you don't have to start from scratch — you can make something that exists dramatically better.