- initialize dark mode state after mount from document to avoid mismatched first render state.
- render a placeholder before mount to reduce theme icon hydration mismatch risk.
- 11 sessions from basic agent loop to autonomous teams
- Python MVP implementations for each session
- Mental-model-first docs in en/zh/ja
- Interactive web platform with step-through visualizations
- Incremental architecture: each session adds one mechanism
