🐛 Tilelang Developer
Write, optimize, and debug high-performance AI compute kernels using TileLang (a Python DSL for GPU programming). Use when the user requests: (1) Writing custom GPU kernels for AI workloads (GEMM, Attention, MLA, etc.), (2) Optimizing existing TileLang code for NVIDIA, AMD, or Ascend hardware, (3) I
npx playbooks add skill yzlnew/infra-skills --skill tilelang-developer
About Tilelang Developer
Built for debugging workflows, Tilelang Developer helps AI coding agents write, optimize, and debug high-performance ai compute kernels using tilelang (a python dsl for gpu programming). use when the user requests: (1) writing custom gpu kernels for ai workloads (gemm, attention, mla, etc.), (2) optimizing existing tilelang code for nvidia, amd, or ascend hardware, (3) i.
The 46-word prompt provides structured debugging guidance — covering detailed methodology and consistent output formats. Install it in one command.
Use Cases
- Systematically diagnosing production errors and crashes
- Tracing memory leaks and performance bottlenecks
- Debugging async race conditions and concurrency issues
- Root-cause analysis with structured logging
Example Prompts
System Prompt (46 words)
Write, optimize, and debug high-performance AI compute kernels using TileLang (a Python DSL for GPU programming). Use when the user requests: (1) Writing custom GPU kernels for AI workloads (GEMM, Attention, MLA, etc.), (2) Optimizing existing TileLang code for NVIDIA, AMD, or Ascend hardware, (3) I
Frequently Asked Questions
What is Tilelang Developer?
Tilelang Developer is a free debugging skill for AI coding agents. Write, optimize, and debug high-performance AI compute kernels using TileLang (a Python DSL for GPU programming). Use when the user requests: (1) Writing custom GPU kernels for AI workloads (GEMM, Attention, MLA, etc.), (2) Optimizing existing TileLang code for NVIDIA, AMD, or Ascend hardware, (3) I. It provides a specialized system prompt that configures your agent with debugging expertise.
How do I use Tilelang Developer with Claude Code?
Run npx playbooks add skill yzlnew/infra-skills --skill tilelang-developer in your terminal to install Tilelang Developer into your Claude Code session. It works immediately after installation.
Which AI coding agents work with Tilelang Developer?
Tilelang Developer is compatible with Claude Code, Cursor, GitHub Copilot, Windsurf, OpenClaw, Cline, and any AI agent that supports custom system prompts or .cursorrules files.
Is Tilelang Developer free to use?
Yes, Tilelang Developer is completely free and open source. The full source is available on GitHub at https://github.com/yzlnew/infra-skills/tree/main/tilelang-developer. You only need a subscription to the AI agent you use it with.
