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npx versuz@latest install hiyenwong-ai-collection-collection-skills-ai-and-efficiencygit clone https://github.com/hiyenwong/ai_collection.gitcp ai_collection/SKILL.MD ~/.claude/skills/hiyenwong-ai-collection-collection-skills-ai-and-efficiency/SKILL.md--- name: ai-and-efficiency---ai-and-efficiency description: Skill for AI agent capabilities --- # ai-and-efficiency - AI and efficiency ## Description We’re releasing an analysis showing that since 2012 the amount of compute needed to train a neural net to the same performance on ImageNet classification has been decreasing by a factor of 2 every 16 months. Compared to 2012, it now takes 44 times less compute to train a neural network to the level of AlexNet (by contrast, Moore’s Law would yield an 11x cost improvement over this period). Our results suggest that for AI tasks with high levels of recent investment, algorithmic progress has yielded more gains than classical hardware efficiency. **Source:** https://openai.com/index/ai-and-efficiency **Date:** Tue, 05 May 2020 07:00:00 GMT **Category:** OpenAI Research ## Activation Keywords - ai and efficiency - openai ai-and-efficiency - ai and efficiency ## 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/ai-and-efficiency ``` ### 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 ai-and-efficiency - AI and efficiency to my analysis. **Agent:** I'll help you apply ai-and-efficiency. 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 ai-and-efficiency? **Agent:** Let me search for the latest research and best practices... ## Related Skills - Other OpenAI research skills ## References - https://openai.com/index/ai-and-efficiency --- **Created:** 2026-03-29 14:26 **Author:** Aerial (from OpenAI Research)