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43 hoursdocs: consolidate beat-based timing documentationskal
43 hoursfix: update shader files to use beat_phase instead of beatskal
43 hoursfeat: implement beat-based timing systemskal
43 hoursadd trained layersskal
43 hoursfeat: Timeline editor UI improvementsskal
44 hoursfeat: timeline editor improvements - sticky ticks, grid, collapseskal
44 hoursdocs: Add CNN flatten mode technical analysisskal
44 hoursdocs: Update CNN comments and add bias fix summaryskal
44 hoursfix: CNN bias accumulation and output format improvementsskal
48 hoursfix: Release cached samplers before WGPU shutdownskal
2 daysfix: Resolve WGPU threading crash in cnn_testskal
2 daysupdate cnn codeskal
2 daysrefactor: Use linspace(-1,1) directly for coordsskal
2 daysfix: Compute gray from [0,1] RGB in CNN shader generatorskal
2 daysfix: Register cnn_conv1x1 snippet and add verificationskal
2 daysdocs: Sync GEMINI.md with CLAUDE.md structureskal
2 daysdocs: Streamline auxiliary texture init doc for handoffskal
2 daysfix: Use actual resolution in RotatingCubeEffectskal
2 daysdocs: Update tech doc with Renderer3D initialization fixskal
2 daysfix: Use initialized_ flag instead of ctx_.device checkskal
2 daysfix: Complete auxiliary texture initialization fixskal
2 daysdocs: Add auxiliary texture initialization tech docskal
2 daysfix: Call resize() before init() to set dimensions firstskal
2 daysrefactor: Use lazy initialization for auxiliary texturesskal
2 daysfix: Resolve auxiliary texture resolution mismatch bugskal
2 daysrefactor: Simplify effect render API and fix uniform initializationskal
2 daysadd --save-intermediates to train.py and cnn_testskal
2 daysfix: Move sigmoid activation to call site in CNN layer shaderskal
2 daysfix: Replace clamp with sigmoid in CNN final layerskal
2 daysfeat: Add early stopping to CNN trainingskal
2 daysfix: CNN training/inference to match WGSL sliding windowskal
2 daysformat .wgsl layer code (cosmetics)skal
2 daysfix: Guard cnn_test build with STRIP_ALL checkskal
2 daysrefactor: Modularize CMake build system into 10 specialized modulesskal
2 daysfix: CNN test tool GPU readback with wgpuDevicePollskal
3 daysdebug: Add shader load verification and GPU sync to CNN test toolskal
3 daysfix: CNN test tool ping-pong bug and RGBA16Float intermediatesskal
3 daysfeat: Add CNN shader testing tool with GPU texture readbackskal
3 daysfix: Use patch-based inference to match CNN training distributionskal
3 daysopt: Move invariant in1 calculation outside CNN convolution loopsskal
3 daysopt: Vec4-optimize CNN convolution shaders for SIMDskal
3 dayschore: Update CNN architecture to 3×3×3 with new trained weightsskal
3 daysdocs: Update CNN training documentation with patch extractionskal
3 daysfeat: Add salient-point patch extraction for CNN trainingskal
3 daysfix: Use ClampToEdge sampler for CNN to avoid edge wrappingskal
3 daysfix: Correct UV coordinate computation to match PyTorch linspaceskal
3 daysfix: Add clamp to CNN final layer to match PyTorch trainingskal
3 daysfix: PostProcessHelperTest signature and fixture sharingskal
3 daysrefactor: Optimize CNN grayscale computationskal
3 daysupdate train_cnn.py and shaderskal