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7 changes: 7 additions & 0 deletions docs/experiments/mage-007.md
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---
title: What three kernel changes measured
permalink: /experiments/mage-007/
eyebrow: "Field note 007 / Mathematics on a GPU"
description: Wide-row LayerNorm closed, neighbor aggregation halved its gap, and a GELU vectorization that measured 2.6x slower and was reverted, with each before-and-after pair taken in one session.
math: true
---
# mage-007: what three kernel changes measured

Status: **two improvements and one rejection**, measured 10 September 2026. This
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