feature/capability-based-deps (#53)

Reviewed-on: #53
Co-authored-by: David Gwilliam <dhgwilliam@gmail.com>
Co-committed-by: David Gwilliam <dhgwilliam@gmail.com>

TODO.md

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+# Tasks
+
+## Documentation Updates
+- [x] Remove references to removed display backends (sixel, kitty) from all documentation
+- [x] Remove references to deprecated "both" display mode
+- [x] Update AGENTS.md to reflect current architecture and remove merge conflicts
+- [x] Update Agent Skills (.opencode/skills/) to match current codebase
+- [x] Update docs/ARCHITECTURE.md to remove SixelDisplay references
+- [x] Verify ModernGL backend is properly documented and registered
+- [ ] Update docs/PIPELINE.md to reflect Stage-based architecture (outdated legacy flowchart) [#41](https://git.notsosm.art/david/Mainline/issues/41)
+
+## Code & Features
+- [ ] Check if luminance implementation exists for shade/tint effects (see [#26](https://git.notsosm.art/david/Mainline/issues/26) related: need to verify render/blocks.py has luminance calculation)
+- [x] Add entropy/chaos score metadata to effects for auto-categorization and intensity control [#32](https://git.notsosm.art/david/Mainline/issues/32) (closed - completed)
+- [ ] Finish ModernGL display backend: integrate window system, implement glyph caching, add event handling, and support border modes [#42](https://git.notsosm.art/david/Mainline/issues/42)
+- [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 [#43](https://git.notsosm.art/david/Mainline/issues/43)
+
+## Test Suite Cleanup & Feature Implementation
+### Phase 1: Test Suite Cleanup (In Progress)
+- [x] Port figment feature to modern pipeline architecture
+- [x] Create `engine/effects/plugins/figment.py` (full port)
+- [x] Add `figment.py` to `engine/effects/plugins/`
+- [x] Copy SVG files to `figments/` directory
+- [x] Update `pyproject.toml` with figment extra
+- [x] Add `test-figment` preset to `presets.toml`
+- [x] Update pipeline adapters for overlay effects
+- [x] Clean up `test_adapters.py` (removed 18 mock-only tests)
+- [x] Verify all tests pass (652 passing, 20 skipped, 58% coverage)
+- [ ] Review remaining mock-heavy tests in `test_pipeline.py`
+- [ ] Review `test_effects.py` for implementation detail tests
+- [ ] Identify additional tests to remove/consolidate
+- [ ] Target: ~600 tests total
+
+### Phase 2: Acceptance Test Expansion (Planned)
+- [ ] Create `test_message_overlay.py` for message rendering
+- [ ] Create `test_firehose.py` for firehose rendering
+- [ ] Create `test_pipeline_order.py` for execution order verification
+- [ ] Expand `test_figment_effect.py` for animation phases
+- [ ] Target: 10-15 new acceptance tests
+
+### Phase 3: Post-Branch Features (Planned)
+- [ ] Port message overlay system from `upstream_layers.py`
+- [ ] Port firehose rendering from `upstream_layers.py`
+- [ ] Create `MessageOverlayStage` for pipeline integration
+- [ ] Verify figment renders in correct order (effects → figment → messages → display)
+
+### Phase 4: Visual Quality Improvements (Planned)
+- [ ] Compare upstream vs current pipeline output
+- [ ] Implement easing functions for figment animations
+- [ ] Add animated gradient shifts
+- [ ] Improve strobe effect patterns
+- [ ] Use introspection to match visual style
+
+## Gitea Issues Tracking
+- [#37](https://git.notsosm.art/david/Mainline/issues/37): Refactor app.py and adapter.py for better maintainability
+- [#35](https://git.notsosm.art/david/Mainline/issues/35): Epic: Pipeline Mutation API for Stage Hot-Swapping
+- [#34](https://git.notsosm.art/david/Mainline/issues/34): Improve benchmarking system and performance tests
+- [#33](https://git.notsosm.art/david/Mainline/issues/33): Add web-based pipeline editor UI
+- [#26](https://git.notsosm.art/david/Mainline/issues/26): Add Streaming display backend