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Backup commit grouping all in-progress local work so nothing is lost: - Modified CK-UA kernel + example sources (unified_attention.cpp, unified_attention_kernel.hpp) and CMake/build files. - Updated dispatcher README and ctypes_utils.py. - New unified_attention example notes: PARAMETERS.md, VARIABLES.md. - New unified_attention instances for d128 fp16/bf16 (mask/nmask, gqa6). - New 99_toy_tutorial/ collection: bank-conflict investigations (test_*.cpp, *.js, *.gdb, *.asm, *.md), tile distribution / row reduction / calling_gemm / thread_buffer tutorials. - Slide decks and supporting assets (bank_conflict_slides.qmd/.html, tile_distribution_slides.qmd, assets/, *_files/, step1_reshape_only, xor_full_steps_simple). - GDB helper script (break_on_ds_read.gdb). Not intended for upstream review; pure WIP snapshot.