archive(cnn): move CNN v1 to cnn_v1/ subdirectory

Consolidate CNN v1 (CNNEffect) into dedicated directory:
- C++ effect: src/effects → cnn_v1/src/
- Shaders: workspaces/main/shaders/cnn → cnn_v1/shaders/
- Training: training/train_cnn.py → cnn_v1/training/
- Docs: doc/CNN*.md → cnn_v1/docs/

Updated all references:
- CMake source list
- C++ includes (relative paths: ../../cnn_v1/src/)
- Asset paths (../../cnn_v1/shaders/)
- Documentation cross-references

CNN v1 remains active in timeline. For new work, use CNN v2 with
enhanced features (7D static, storage buffer, sigmoid activation).

Tests: 34/34 passing (100%)

1 files changed, 43 insertions, 0 deletions

diff --git a/cnn_v1/docs/CNN_DEBUG.md b/cnn_v1/docs/CNN_DEBUG.md
new file mode 100644
index 0000000..ba220a0
--- /dev/null
+++ b/cnn_v1/docs/CNN_DEBUG.md
@@ -0,0 +1,43 @@
+# CNN Effect Black Screen Bug - Resolution (2026-02)
+
+## Problem
+CNN post-processing effect showed black screen when activated at 11.50s, despite scene rendering correctly before CNN started.
+
+## Root Causes
+
+### Bug 1: Framebuffer Capture Timing
+**Location**: `src/gpu/effect.cc`
+**Issue**: Capture ran INSIDE post-effect loop after ping-pong buffer swaps. CNN layers 1+ captured wrong buffer (output being written to, not scene).
+**Fix**: Moved capture before loop starts (lines 308-346). Capture now copies `framebuffer_a` to `captured_frame` auxiliary texture ONCE before any post-effects run.
+
+### Bug 2: Missing Uniforms Update ⚠️ CRITICAL
+**Location**: `src/effects/cnn_effect.cc`
+**Issue**: `CNNEffect::update_bind_group()` never updated `uniforms_` buffer. `uniforms.resolution` uninitialized (0,0 or garbage) → UV calculation `p.xy / uniforms.resolution` produced NaN → all texture samples black.
+**Fix**: Added uniforms update before bind group creation (lines 132-142):
+```cpp
+const CommonPostProcessUniforms u = {
+    .resolution = {(float)width_, (float)height_},
+    .aspect_ratio = (float)width_ / (float)height_,
+    .time = 0.0f,
+    .beat = 0.0f,
+    .audio_intensity = 0.0f,
+};
+uniforms_.update(ctx_.queue, u);
+```
+
+## Key Lessons
+
+1. **All post-process effects MUST update `uniforms_` buffer** - Required for UV calculations and shader parameters
+2. **Framebuffer capture timing is critical** - Must happen before post-chain ping-pong starts
+3. **Uninitialized uniforms cause silent failures** - Produces black output without validation errors
+4. **Post-effects must render or chain breaks** - `loadOp=Load` preserves previous (black) content if no draw call executes
+
+## Files Modified
+- `src/gpu/effect.cc`: Lines 308-346 (capture timing)
+- `src/effects/cnn_effect.cc`: Lines 132-142 (uniforms update)
+
+## Verification
+Test: `demo64k --seek 11.5`
+- ✅ Scene visible with RotatingCube
+- ✅ CNN stylization applied
+- ✅ All 3 layers process with correct original texture reference