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npx versuz@latest install hiyenwong-ai-collection-collection-skills-block-sparse-gpu-kernelsgit clone https://github.com/hiyenwong/ai_collection.gitcp ai_collection/SKILL.MD ~/.claude/skills/hiyenwong-ai-collection-collection-skills-block-sparse-gpu-kernels/SKILL.md--- name: block-sparse-gpu-kernels---block-sparse-gpu-kernel description: Skill for AI agent capabilities --- # block-sparse-gpu-kernels - Block-sparse GPU kernels ## Description We’re releasing highly-optimized GPU kernels for an underexplored class of neural network architectures: networks with block-sparse weights. Depending on the chosen sparsity, these kernels can run orders of magnitude faster than cuBLAS or cuSPARSE. We’ve used them to attain state-of-the-art results in text sentiment analysis and generative modeling of text and images. **Source:** https://openai.com/index/block-sparse-gpu-kernels **Date:** Wed, 06 Dec 2017 08:00:00 GMT **Category:** OpenAI Research ## Activation Keywords - block-sparse gpu kernels - openai block-sparse-gpu-kernels - block sparse gpu kernels ## Core Concepts ### Key Points - Extract from OpenAI research paper - See original paper for detailed methodology ## Step-by-Step Instructions ### 1. Background ```python # Research background # See original paper: https://openai.com/index/block-sparse-gpu-kernels ``` ### 2. Implementation ```python # Implementation details # Refer to OpenAI's official implementation ``` ## Tools Used - `read` - Read research papers - `web_fetch` - Fetch online resources - `exec` - Run implementation code ## Example Use Cases ### 1. Basic Usage ```python # Example usage based on research ``` ## Instructions for Agents Follow these steps when applying this skill: ### Step 1: Background ## Examples ### Example 1: Basic Application **User:** I need to apply block-sparse-gpu-kernels - Block-sparse GPU kernels to my analysis. **Agent:** I'll help you apply block-sparse-gpu-kernels. First, let me understand your specific use case... **Context:** Apply the methodology ### Example 2: Advanced Scenario **User:** Complex analysis scenario **Agent:** Based on the methodology, I'll guide you through the advanced application... ### Example 2: Advanced Application **User:** What are the key considerations for block-sparse-gpu-kernels? **Agent:** Let me search for the latest research and best practices... ## Related Skills - Other OpenAI research skills ## References - https://openai.com/index/block-sparse-gpu-kernels --- **Created:** 2026-03-29 14:26 **Author:** Aerial (from OpenAI Research)