QTimer.singleShot doesn't work properly from non-Qt threads. Use Qt signals instead which are thread-safe and properly marshal calls to the main thread. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>