refactor(std): restructure conv + rope kernels into kernels/<family>/ - #286

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ekryski wants to merge 14 commits into

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thewafflehaus:ek/kernel-reorg-conv-rope

Commits on Jun 12, 2026

docs(conv): drop duplicate PATTERNS.md / PLAN.md from convolution/
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docs(arch): update ARCHITECTURE.md to the current codebase
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moving temporary hip and cuda markdown files to specs directory
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docs: consolidate kernel roadmap + move STYLE_GUIDE to docs/
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docs: bring each crate README up to date with the current codebase
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docs: update BENCH_METRICS_SPEC + resolve KERNEL_CONSOLIDATION_PLAN questions
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refactor(std): migrate rope family into kernels/rope/ (first family)
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refactor(ffai): delete stale conv/kokoro duplicates superseded by convolution/
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refactor(conv): DRY conv2d_mma block-scaled benches via macro
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refactor(conv): consolidate block-scaled per-format tests via macro
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refactor(conv): move convolution/ to kernels/conv/ per consolidation plan
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refactor(rope): rename to mt_ prefix and merge decode/prefill forms
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refactor(rope): collapse single-token kernels into the batched form
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refactor(kernels): name by operation not model; conv -> convolution
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