# Tasks

- [ ] Add entropy/chaos score metadata to effects for auto-categorization and intensity control
- [ ] Finish ModernGL display backend: integrate window system, implement glyph caching, add event handling, and support border modes.
- [x] Integrate UIPanel with pipeline: register stages, link parameter schemas, handle events, implement hot-reload.
- [x] Move cached fixture headlines to engine/fixtures/headlines.json and update default source to use fixture.
- [x] Add interactive UI panel for pipeline configuration (right-side panel) with stage toggles and param sliders.
- [x] Enumerate all effect plugin parameters automatically for UI control (intensity, decay, etc.)
- [ ] Implement pipeline hot-rebuild when stage toggles or params change, preserving camera and display state.