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9 hoursfix: update shader files to use beat_phase instead of beatskal
9 hoursfeat: implement beat-based timing systemskal
9 hoursadd trained layersskal
10 hoursdocs: Update CNN comments and add bias fix summaryskal
10 hoursfix: CNN bias accumulation and output format improvementsskal
16 hoursupdate cnn codeskal
17 hoursfix: Register cnn_conv1x1 snippet and add verificationskal
23 hoursfix: Move sigmoid activation to call site in CNN layer shaderskal
23 hoursfix: Replace clamp with sigmoid in CNN final layerskal
24 hoursformat .wgsl layer code (cosmetics)skal
33 hoursopt: Move invariant in1 calculation outside CNN convolution loopsskal
34 hoursopt: Vec4-optimize CNN convolution shaders for SIMDskal
34 hourschore: Update CNN architecture to 3×3×3 with new trained weightsskal
36 hoursfix: Correct UV coordinate computation to match PyTorch linspaceskal
36 hoursfix: Add clamp to CNN final layer to match PyTorch trainingskal
36 hoursrefactor: Optimize CNN grayscale computationskal
36 hoursupdate train_cnn.py and shaderskal
37 hoursfix: CNN training normalization pipeline consistencyskal
38 hoursudpate CNN shader code.skal
38 hoursrefactor: Optimize CNN normalization to eliminate redundant conversionsskal
39 hoursupdate timeline.seqskal
39 hoursfix: Flip Y-axis to match ShaderToy coordinate conventionskal
39 hoursfeat: Add Scene1 effect from ShaderToy (raymarching cube & sphere)skal
39 hourschore: Remove incomplete CubeSphere effectskal
39 hoursdocs: Fix EFFECT keyword syntax and add automation-friendly workflowskal
39 hoursfix: Support variable kernel sizes in CNN layer generationskal
40 hoursfeat: CNN RGBD→grayscale with 7-channel augmented inputskal
41 hoursudpateskal
41 hoursupdate timelineskal
41 hoursfix: Resolve CNN effect black screen bug (framebuffer capture + uniforms)skal
44 hoursfeat: Add multi-layer CNN support with framebuffer capture and blend controlskal
47 hoursfeat: Add coordinate-aware CNN layer 0 for position-dependent stylizationskal
2 daysfeat: Add CNN post-processing effect with modular WGSL architectureskal
3 daysfix: Reduce default audio volumes to prevent clippingskal
3 daysfeat: Add workspace header comments to config filesskal
3 daysfeat: Implement workspace system (Task #77)skal