KBench / agent /tools /ledger.md
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Add agent/: the kernel-optimization skill and four subagents
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Optimization ledger — one row per variant, never delete a row

The point: a promising optimization abandoned over a fixable bug is the most common way to leave 2x on the table. So the "why dropped" column distinguishes slower from merely broken. Anything marked broken is a candidate to revisit, not a dead end.

Keep the last-known-good runnable at all times.

# variant correct? metric vs best status why dropped
0 reference (spec) yes 1.00x baseline
1 naive port
2 + shared-mem tiling
3 + async copy / TMA
4 + warp specialization
5 shape-specialized dispatch

status ∈ {best, kept, slower, broken, untested}

Time attribution — where the remaining time goes

Update after each profile. Attack the largest row; never stop because a percentage looks good.

component us % of total bounded by idea