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@@ -130,10 +130,27 @@ Processes entire image with sliding window (matches WGSL):
**Kernel sizes:** 3×3 (36 weights), 5×5 (100 weights), 7×7 (196 weights)
+### CNN v2 Validation
+
+End-to-end testing: checkpoint → shaders → build → test images → results
+
+```bash
+./scripts/validate_cnn_v2.sh checkpoints/checkpoint_epoch_5000.pth
+
+# Options:
+# -i DIR Test images directory (default: training/validation)
+# -o DIR Output directory (default: validation_results)
+# --skip-build Use existing cnn_test binary
+# -h Show all options
+```
+
+See `scripts/validate_cnn_v2.sh --help` for full usage. See `doc/CNN_V2.md` for design details.
+
---
## Timeline
+### Manual Editing
Edit `workspaces/main/timeline.seq`:
```text
SEQUENCE 0.0 0
@@ -141,6 +158,12 @@ SEQUENCE 0.0 0
```
Rebuild to apply. See `doc/SEQUENCE.md`.
+### Visual Editor
+```bash
+open tools/timeline_editor/index.html
+```
+Features: Drag/drop, beat-based editing, audio playback, waveform visualization, snap-to-beat. See `tools/timeline_editor/README.md`.
+
---
## Audio