Epoch AI

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  "name": "Epoch AI",
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    "/": {
      "title": "Epoch AI",
      "content": "Epoch AI is a research institute investigating key trends and questions that will shape the trajectory and governance of Artificial Intelligence."
    },
    "/eci": {
      "title": "Epoch Capabilities Index (ECI)",
      "content": "A single aggregated capability score across multiple benchmarks."
    },
    "/benchmarks": {
      "title": "Benchmarks",
      "content": "Performance data for frontier AI models across 40+ evaluations, including MMLU, GPQA, MATH, and coding benchmarks. [ZIP download](https://epoch.ai/data/benchmark_data.zip)."
    },
    "/frontiermath": {
      "title": "FrontierMath",
      "content": "A benchmark of extremely challenging mathematics problems for evaluating frontier model reasoning."
    },
    "/data/ai-models": {
      "title": "AI models",
      "content": "Database of 3,200+ ML systems from 1950 to present, tracking training compute (FLOP), parameters, dataset size, cost, and hardware. [CSV download](https://epoch.ai/data/all_ai_models.csv). [Documentation](https://epoch.ai/data/ai-models-documentation)."
    },
    "/data/gpu-clusters": {
      "title": "GPU clusters",
      "content": "500+ large-scale compute clusters used for AI training and deployment. [CSV download](https://epoch.ai/data/gpu_clusters.csv)."
    },
    "/data/ai-chip-sales": {
      "title": "AI chip sales",
      "content": "Semiconductor shipment volumes and revenue across major vendors (NVIDIA, AMD, Intel, etc.). [Chip types CSV](https://epoch.ai/data/ai_chip_sales_chip_types.csv). [Organizations CSV](https://epoch.ai/data/ai_chip_sales_organizations.csv). [Timelines by chip CSV](https://epoch.ai/data/ai_chip_sales_ti"
    },
    "/data/ai-chip-users": {
      "title": "AI chip users",
      "content": "Estimates of how much compute the leading AI developers (OpenAI, Anthropic, Google DeepMind, Meta Superintelligence Labs, SpaceXAI) use, in H100-equivalents with 90% credible intervals. [Year-end by lab CSV](https://epoch.ai/data/ai_chip_users_year_end_by_lab.csv). [Model intermediates CSV](https://"
    },
    "/data/ai-chip-owners": {
      "title": "AI chip owners",
      "content": "Distribution of global AI chip capacity across major companies. [Cumulative by designer CSV](https://epoch.ai/data/ai_chip_owners_cumulative_by_designer.csv). [Quarters by chip type CSV](https://epoch.ai/data/ai_chip_owners_quarters_by_chip_type.csv). [Cumulative by chip type CSV](https://epoch.ai/d"
    },
    "/data/ai-data-centers": {
      "title": "AI data centers",
      "content": "AI data centers tracked via satellite imagery and permit data, with power capacity, location, and construction timelines. [CSV download](https://epoch.ai/data/data_centers/data_centers.csv). [ZIP download](https://epoch.ai/data/data_centers/data_centers.zip)."
    },
    "/data/ai-chip-components": {
      "title": "AI chip components",
      "content": "Estimates of the advanced logic wafer capacity, CoWoS packaging, and HBM memory consumed by leading AI chip designers. [ZIP download](https://epoch.ai/data/ai_chip_components.zip)."
    }
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