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11 hoursfix: update shader files to use beat_phase instead of beatskal
11 hoursfeat: implement beat-based timing systemskal
12 hoursadd trained layersskal
12 hoursdocs: Update CNN comments and add bias fix summaryskal
13 hoursfix: CNN bias accumulation and output format improvementsskal
18 hoursupdate cnn codeskal
20 hoursfix: Register cnn_conv1x1 snippet and add verificationskal
26 hoursfix: Move sigmoid activation to call site in CNN layer shaderskal
26 hoursfix: Replace clamp with sigmoid in CNN final layerskal
26 hoursformat .wgsl layer code (cosmetics)skal
35 hoursopt: Move invariant in1 calculation outside CNN convolution loopsskal
36 hoursopt: Vec4-optimize CNN convolution shaders for SIMDskal
37 hourschore: Update CNN architecture to 3×3×3 with new trained weightsskal
38 hoursfix: Correct UV coordinate computation to match PyTorch linspaceskal
38 hoursfix: Add clamp to CNN final layer to match PyTorch trainingskal
39 hoursrefactor: Optimize CNN grayscale computationskal
39 hoursupdate train_cnn.py and shaderskal
40 hoursfix: CNN training normalization pipeline consistencyskal
40 hoursudpate CNN shader code.skal
41 hoursrefactor: Optimize CNN normalization to eliminate redundant conversionsskal
41 hoursupdate timeline.seqskal
41 hoursfix: Flip Y-axis to match ShaderToy coordinate conventionskal
41 hoursfeat: Add Scene1 effect from ShaderToy (raymarching cube & sphere)skal
42 hourschore: Remove incomplete CubeSphere effectskal
42 hoursdocs: Fix EFFECT keyword syntax and add automation-friendly workflowskal
42 hoursfix: Support variable kernel sizes in CNN layer generationskal
43 hoursfeat: CNN RGBD→grayscale with 7-channel augmented inputskal
43 hoursudpateskal
44 hoursupdate timelineskal
44 hoursfix: Resolve CNN effect black screen bug (framebuffer capture + uniforms)skal
47 hoursfeat: Add multi-layer CNN support with framebuffer capture and blend controlskal
2 daysfeat: 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