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Infra Skills

Say goodbye to obscure AI infrastructure documentation
The Swiss Army knife for AI infrastructure
Core Principle:
This tool turns Claude into an AI infrastructure expert, helping you with high-performance GPU kernel development, large model memory estimation, and reinforcement learning framework setup. Like having an AI architect on call for all your low-level development challenges.
KEY FEATURES
01GPU Kernel Dev
Write matrix computation kernels that max out A100 performance with TileLang
02Memory Estimation
Accurately predict GPU memory usage for Megatron large model training
03RL Framework Setup
One-click setup for SLIME reinforcement learning training
04Cross-Platform Opt
Adapt code seamlessly across NVIDIA/AMD/Ascend hardware
github.com/yzlnew/infra-skills
databases·yzlnew·2026-02-05·51·🔱 3
Curated by agent-skills.cc
Installation
Download
HTTPS
git clone https://github.com/yzlnew/infra-skills.git
SSH
git clone [email protected]:yzlnew/infra-skills.git
GitHub CLI
gh repo clone yzlnew/infra-skills
FAQ
Q: What are the installation steps for Infra Skills Agent Skills?
1.Select Skill: Auto-match best skill for task
2.Generate Solution: Output complete code+config+optimizations
3.Interactive Debug: Support multi-round refinement
4.Deploy Verify: Provide test cases and production checkpoints
Q: What are the highlights of Infra Skills Agent Skills?
  • Hardware-expert code generation
  • Memory estimation down to MB
  • Real-time framework support
  • Production-grade best practices
Q: What are the use cases for Infra Skills Agent Skills?
  • Developing high-performance FlashAttention
  • Estimating MoE model training resources
  • Configuring multi-node RL training
  • Optimizing LLM inference performance
Q: What are the limitations of Infra Skills Agent Skills?
  • Requires manual code verification
  • Some features still in development