How do I install the Kernel Tileir Optimization Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/kernel-tileir-optimization/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 / General / general-misc

Kernel Tileir Optimization

Category: General · Sub-category: general-misc · Last updated: 2026-05-25

Optimize existing Triton kernels for NVIDIA TileIR backend on Blackwell GPUs (sm_100+). Adds TileIR-specific autotune configs: occupancy, num_ctas, TMA descriptors. Covers kernel classification (dot-related, norm-like, elementwise, reduction), type-specific transformations, and PTX-vs-TileIR benchmarking. Triggered by: "optimize for TileIR", "add TileIR configs", "Blackwell optimization", "TMA descriptors", "2CTA mode", "occupancy tuning". Kernels use standard `import triton`; TileIR activates via ENABLE_TILE=1 when nvtriton is installed.

From the source SKILL.md

Optimize EXISTING Triton kernels for NVIDIA's TileIR backend on Blackwell GPUs. This skill does NOT write kernels from scratch -- that is the Triton Specialist's job.

What this skill does

Kernel Tileir Optimization is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/kernel-tileir-optimization/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Kernel Tileir Optimization Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. 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/kernel-tileir-optimization
curl -L https://claudskills.com/skills/kernel-tileir-optimization/SKILL.md \
  -o ~/.claude/skills/kernel-tileir-optimization/SKILL.md

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

Skills live at ~/.claude/skills/kernel-tileir-optimization/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\kernel-tileir-optimization\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/TensorRT-LLM/kernel-tileir-optimization/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). Kernel Tileir Optimization [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/kernel-tileir-optimization/

BibTeX

@misc{kernel-tileir-optimization-2026,
  author    = {NVIDIA},
  title     = {Kernel Tileir Optimization [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/kernel-tileir-optimization/}
}

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