Individual skill
tilegym-cutile-python
Expert cuTile programming assistant. Write high-performance GPU kernels using cuTile's tile-based programming model with proper validation and optimization. Supports deep agent orchestration for complex multi-kernel tasks.
skills/tilegym-cutile-python/SKILL.md
Source commit 25340619336e89bcc40365c28bfe9e790430468e
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 2, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 3,897
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent-skills Repository topic
- agentic-ai Repository topic
- ai-agents Repository topic
- claude-code Repository topic
- codex Repository topic
- coding-agents Repository topic
- cuda Repository topic
- developer-tools Repository topic
- llm Repository topic
- omniverse Repository topic
- cutile Declared skill tag
- gpu-kernels Declared skill tag
- cuda Declared skill tag
- engineering Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
BENCHMARK.mddoc · 7,591 bytesSKILL.mdcore · 20,397 bytesSKILL.mdcore · 20,397 bytesSKILL.mdcore · 20,397 bytesSKILL.mdcore · 20,397 bytesSKILL.mdcore · 20,397 bytesevals/evals.jsonasset · 4,020 bytesexamples/convolution/README.mddoc · 2,965 bytesexamples/convolution/conv2d_with_bias_dilation_groups.pyruns · 14,820 bytesexamples/convolution/conv3d_with_bias_dilation_groups.pyruns · 15,644 bytesexamples/convolution/conv_transpose_2d.pyruns · 14,615 bytesexamples/convolution/conv_transpose_3d.pyruns · 15,925 bytesexamples/matmul/README.mddoc · 429 bytesexamples/matmul/matmul_4d_tensors.pyruns · 4,317 bytesexamples/matmul/matrix_vector_multiplication.pyruns · 2,426 bytesexamples/matmul/split_k_gemm.pyruns · 4,912 bytesexamples/normalization/README.mddoc · 241 bytesexamples/normalization/group_norm.pyruns · 5,652 bytesexamples/pooling/README.mddoc · 121 bytesexamples/pooling/avgpool3d.pyruns · 6,780 bytesexamples/pooling/maxpool3d.pyruns · 7,427 bytesexamples/scan/README.mddoc · 116 bytesexamples/scan/cumsum_cumprod_blocking.pyruns · 2,186 bytesexamples/tilegym_and_examples_guide.mddoc · 3,358 bytesguidelines/01_implementation_lessons.mddoc · 8,262 bytesguidelines/02_code_generation_rules.mddoc · 10,827 bytesguidelines/03_concepts.mddoc · 4,788 bytesorchestration/analyzer_agent.mddoc · 11,971 bytesorchestration/composer_agent.mddoc · 11,431 bytesorchestration/kernel_agent.mddoc · 7,469 bytesorchestration/overview.mddoc · 9,953 bytesorchestration/workflow.mddoc · 9,138 bytesskill-card.mddoc · 5,257 bytesskill.oms.sigasset · 12,673 bytestorch-learner/examples/lstm_trace.mddoc · 11,444 bytestorch-learner/references/1_pytorch_codebase_map.mddoc · 9,146 bytestorch-learner/references/2_dispatch_mechanism.mddoc · 9,075 bytestorch-learner/references/3_tracing_strategies.mddoc · 9,024 bytestorch-learner/references/4_language_layers.mddoc · 13,038 bytestorch-learner/references/5_well_known_ops.mddoc · 11,439 bytestorch-learner/tracing_workflow.mddoc · 7,417 bytes
Read excerpt
# cuTile Python Programming Skill
You are an expert in cuTile programming, specializing in writing high-performance GPU kernels using cuTile's tile-based programming model. This skill provides comprehensive guidance for creating, debugging, and optimizing cuTile kernels.
## Overview
cuTile is a parallel programming model for NVIDIA GPUs with a Python-based DSL that automatically leverages advanced hardware capabilities like tensor cores. This skill helps you write efficient, correct cuTile code.
## When to Use This Skill
Invoke this skill when you need to:
- Write cuTile GPU kernels from scratch
- Convert tensor operations to cuTile implementations
- Debug or fix cuTile kernel code