How do I install the Improve Cutile Kernel Perf Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/improve-cutile-kernel-perf/SKILL.md and restart Claude Code. Both flows are detailed at https://claudskills.com/install/.

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

ClaudSkills / Engineering / performance

Improve Cutile Kernel Perf

Category: Engineering · Sub-category: performance · Last updated: 2026-05-25

Iteratively optimize cuTile kernel performance through systematic profiling, bottleneck analysis, IR comparison, and targeted tuning. Covers tile sizes, occupancy, autotune configs, TMA, latency hints, persistent scheduling, num_ctas, flush_to_zero, and IR-level debugging. Use when asked to "optimize cutile kernel", "improve kernel perf", "tune cutile performance", "make kernel faster", or iteratively benchmark and refine a cuTile GPU kernel in the TileGym project.

From the source SKILL.md

Systematically profile, diagnose bottlenecks, and iteratively tune a cuTile kernel's performance in the TileGym repository.

What this skill does

Improve Cutile Kernel Perf is a community-contributed Claude Code skill in the performance sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/improve-cutile-kernel-perf/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when asked to "optimize cutile kernel", "improve kernel perf", "tune cutile performance", "make kernel faster", or iteratively benchmark and refine a cuTile GPU kernel in the TileGym project.

Who uses this skill

The Improve Cutile Kernel Perf Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 70,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/improve-cutile-kernel-perf
curl -L https://claudskills.com/skills/improve-cutile-kernel-perf/SKILL.md \
  -o ~/.claude/skills/improve-cutile-kernel-perf/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/improve-cutile-kernel-perf/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/improve-cutile-kernel-perf/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\improve-cutile-kernel-perf\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Attribution & license

Source: https://github.com/NVIDIA/skills/blob/HEAD/skills/TileGym/improve-cutile-kernel-perf/SKILL.md
Author: NVIDIA
Website: https://docs.nvidia.com/skills

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

NVIDIA. (2026). Improve Cutile Kernel Perf [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/improve-cutile-kernel-perf/

BibTeX

@misc{improve-cutile-kernel-perf-2026,
  author    = {NVIDIA},
  title     = {Improve Cutile Kernel Perf [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/improve-cutile-kernel-perf/}
}

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