docs(measurements): 라운드 결산 -- main 전체 벤치 수치와 남은 지렛대 - #225
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Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
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🟡 Changes recommended
The newly added summary table has an internal inconsistency with adjacent documented MHC numbers, which should be clarified or aligned to avoid confusing the recorded benchmark story.
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Pull request overview
Adds a new “★★★메가커널 결산” ledger entry to document a single full-benchmark snapshot on main (0995825), summarizing MK vs stock performance and outlining the next optimization levers.
Changes:
- Add a new round-summary section with MK vs stock µs for GEMM/MHC/KDA and a VERDICT PASS note
- Record round baseline/merged PRs and update the forward plan (serving enablement + chain fusion via
a_ready)
File summaries
| File | Description |
|---|---|
| MEASUREMENTS.md | Adds a new megakernel round “settlement” block summarizing benchmark results and next steps |
Review details
- Files reviewed: 1/1 changed files
- Comments generated: 1
- Review effort level: Lite
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| | 세그먼트 | MK | stock | 비고 | | ||
| |---|---|---|---| | ||
| | GEMM W4 8×6416 / 16×4096 / 32×2048 / 32×1024 (x2) | 79.9 / 59.9 / 38.4 / 29.1 | 132 / 95 / 53 / 34 | by-design 0.125, exact grid 0.0 | | ||
| | MHC T=8 / T=32 | 25.8 / 42.0 | 32.8 / 69.6 | 1.25e-7 / 3.86e-7 | |


장부만. main 0995825 의 전체 벤치(GEMM/MHC/KDA, VERDICT PASS) 한 번의 수치와, 단독 커널이 하한 근처라는 판단, 다음 지렛대(서빙 무장, 체인 융합).
🤖 Generated with Claude Code
Note
Low Risk
Documentation-only update to MEASUREMENTS.md; no runtime, serving, or kernel code changes.
Overview
Adds a ★★★메가커널 결산 ledger block (2026-09-02 evening,
main0995825, srv2 single full bench) immediately after the megakernel 2차 verdict, before the existing MHC 9차 chapter.The new section records MK vs stock µs for GEMM W4 (four shapes, x2), MHC T=8/T=32, and KDA acc=1/3/8 (including replication), with accuracy notes and VERDICT PASS. It contrasts the round baseline after #219 (GEMM flat at ceiling; MHC/KDA improved from 30.7/59.4 and 478) with merges #222 (KDA phase attribution/rewrite, kernel span 199 µs) and #224 (MHC restructure).
It also updates the forward plan: standalone kernels are treated as near their floors, so the documented next levers are serving enablement (MK-GEMM W4 bracket, MK-KDA shadow→bracket) and chain fusion via
a_readyfrom KDA p4→p5 into MHC tail → in_proj/qkv, with serving glue tensor identity called out.Reviewed by Cursor Bugbot for commit c3416d4. Bugbot is set up for automated code reviews on this repo. Configure here.