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Epoch AI

Epoch AI is a research institute focused on investigating key trends and questions shaping the future of Artificial Intelligence. They provide data-driven insights into AI's trajectory, governance, and societal impact, empowering informed decision-making for researchers, policymakers, and industry leaders.

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Epoch AI is a dedicated research institute committed to exploring the critical trends and questions that will define the trajectory and governance of Artificial Intelligence. Their core mission is to provide society with a clearer understanding of AI's evolution and its potential impacts.

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Through rigorous data analysis and independent research, Epoch AI investigates various facets of AI development. This includes tracking the rapid decline in LLM inference prices, which have been halving every two months, and the uneven but significant improvements in model performance across different tasks. They also monitor the exponential growth in AI compute stock, with total computing power doubling every 6.8 months, and the increasing compute power dedicated to training frontier language models, which has grown by 5x per year since 2020.

The institute's work extends to the efficiency of AI software development, noting that pre-training compute efficiency improves at approximately 3.0x per year. Epoch AI also maintains an open database of AI data centers, providing insights into compute capacity, power usage, and construction timelines. They analyze hardware advancements, such as the steady improvement in FLOPs per dollar, which has increased by about 37% annually.

Epoch AI's research is trusted by leading publications and institutions, including OpenAI, DeepMind, and various governments. They offer data-driven insights that are essential for understanding the fast-moving AI landscape. Their findings empower policymakers to make fact-informed decisions and help researchers and industry professionals navigate the complexities of AI development and deployment.

Beyond their public research, Epoch AI also offers custom research and advisory services for organizations seeking deeper insights into AI trends and their implications. They aim to foster a more informed and responsible approach to AI development and governance, ensuring that the benefits of AI are maximized for society.

  • CategoryForecasting & Predictive Analytics

  • Investigates key trends in AI development

  • Analyzes LLM inference prices and model performance

  • Tracks growth in AI compute stock and training compute

  • Monitors AI software development efficiency

  • Maintains an open database of AI data centers

  • Researches AI hardware advancements and performance per dollar

  • Provides data-driven insights for policymakers and researchers

  • Offers custom research and advisory services

  • AI Trend Analysis
  • AI Governance Research
  • Compute Cost Tracking
  • Hardware Performance Benchmarking
  • Data Center Infrastructure Insights
  • Informed Decision Making

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