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AKO4X

Development community

Description

Agentic Kernel Optimization — advanced & eXtensible: a closed-loop, campaign-based multi-agent system for optimizing GPU kernels (benchmark-swappable; default flashinfer-bench).

Installation

This entry records only its repository, not the path inside it, so there is no exact command to give. Open the source below and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

README

AKO4X

Agentic Kernel Optimization — advanced & eXtensible

Project Page AKO4ALL Tech Report

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Grouped bar chart: AKO4X and KDA, geomean speedup over the FlashInfer expert on the five MLSys-2026 contest kernels; AKO4X higher on all five, DSA sparse attention 30.71x vs KDA 3.78x.
Geomean speedup over the FlashInfer expert on the 5 MLSys-2026 contest kernels (NVIDIA B200) — AKO4X clears the expert by up to 30.71× on DSA sparse attention, and stays ahead of the concurrent KDA submission on all five. Full breakdown in Results.

News

  • 🔌 [2026.08.17] **dsh-kernel-opt** is open-source — a DeepSeek Harness (DSH) plugin that makes a kernel-optimization run watchable and steerable live; AKO4ALL's evaluator ships inside it as the built-in default.
  • 📄 [2026.05.31] The AKO tech report is now available.
  • 🚀 [2026.05.31] AKO4X is now open-source — the closed-loop, campaign-based system behind our MLSys 2026 competition entry.
  • [2026.05.31] [**AKO4AL