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The frontier AI race, from public evidence

One road, two lanes, 9.4 points apart.

The West leads the measured frontier. China leads the open one. Walk the road so far, milestone by milestone.

0 / 10 milestones reached

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  1. 2017Context

    The Transformer

    “Attention Is All You Need” introduces the architecture nearly every frontier model is built on.

  2. 2020Context

    Scale starts to speak

    GPT-3, at 175 billion parameters, shows that a large enough language model can learn new tasks from a few examples.

  3. 2022Context

    The public arrives

    ChatGPT launches on 30 November 2022, and language models leave the lab.

  4. 2023Tracked data

    Both lanes on the scale

    The first year both ecosystems have a scored model on Epoch’s Capabilities Index.

    GPT-4 (Mar 2023)
    125.9
    Yi-34B
    117.4
    Gap
    8.5
  5. 2024Tracked data

    Both lanes climb 15 points

    o1 leads the West; DeepSeek-V3 leads China. The West adds 16 ECI in the year, China 15.

    o1
    141.8
    DeepSeek-V3
    132.3
    Gap
    9.5
  6. 2025Tracked data

    The widest gap yet

    GPT-5.2 Pro leads the West; DeepSeek-V3.2 leads China. The West adds 14 ECI in the year, China 14.

    GPT-5.2 Pro
    156.0
    DeepSeek-V3.2
    146.1
    Gap
    9.9
  7. 2026Tracked data

    Today’s frontier

    Claude Opus 5.5 leads the West; Kimi K3 leads China — with open weights.

    Claude Opus 5.5
    166.8
    Kimi K3
    157.4
    Gap
    9.4
  8. 2026Tracked data

    China leads the open road

    On the open-weight frontier the lanes swap: Kimi K3 sits 7.2 points clear of the best Western open-weight model.

    Open-weight lead
    China +7.2
    Labs above 145
    6 : 5
  9. 2026Tracked data

    Five measures, no clean sweep

    The West leads FrontierMath, SWE-bench Verified and ARC-AGI-2. China leads Video-MME. METR task horizon has no result on one side.

    Video-MME
    79.7%
    METR task horizon
    3.1 hr
    ARC-AGI-2
    95.0%
  10. —Horizon

    AGI

    Not on this scale. ECI measures public evaluations; it doesn’t forecast arrival. Walk closer and the horizon moves.

Where it stands

The West leads the measured frontier. China leads the open frontier.

Western ecosystem

166.8

Claude Opus 5.5

+9.4

ECI gap · 2026

Chinese ecosystem

157.4

Kimi K3

West China 110120130140150160170 West China 110120130140150160170
  1. Composite frontier

    West +9.4

    Highest ECI in each ecosystem.

  2. Open-weight frontier

    China +7.2

    Led by Kimi K3, released with open weights.

  3. Labs above 145 ECI

    6 : 5

    Western labs to Chinese labs.

  4. Selected benchmark leads

    3 : 1

    One of five measures has no result on one side to compare.

The frontier, year by year

Both lanes climbed 39 points. Neither closed the gap.

The highest dated ECI score in each ecosystem at year end. Since both first had a scored model, the Western lead has stayed between 8.5 and 9.9 points.

ECI frontier history by ecosystem, 2023 to 2026 2023: Western leader GPT-4 (Mar 2023), 125.88 ECI; Chinese leader Yi-34B, 117.43 ECI. 2024: Western leader o1, 141.84 ECI; Chinese leader DeepSeek-V3, 132.33 ECI. 2025: Western leader GPT-5.2 Pro, 156.03 ECI; Chinese leader DeepSeek-V3.2, 146.11 ECI. 2026: Western leader Claude Opus 5.5, 166.82 ECI; Chinese leader Kimi K3, 157.42 ECI. 1101201301401501601702023202420252026 GPT-4 (Mar 2023) Yi-34B +8.5 o1 DeepSeek-V3 +9.5 GPT-5.2 Pro DeepSeek-V3.2 +9.9 Claude Opus 5.5 Kimi K3 +9.4
ECI combines 50+ benchmarks into a general-capability scale. It is not a percentage and does not estimate when AGI arrives. Scroll, or move across the chart, to read each year.

Why track it this way

The path to AGI is now an ecosystem competition, not a single-company story. So we follow the strongest Western and Chinese systems side by side, who is closing the gap, and where open weights change the balance.

Two plausible paths

The winner depends on what kind of race this becomes.

Lab depth

This is no longer a two-company race.

Each bar is a lab’s highest deduplicated ECI score. Six Western and five Chinese labs now clear 145.

  1. AnthropicClaude Opus 5.5 166.8
  2. OpenAIGPT-6 Astra 166.4
  3. Google DeepMindGemini 4 Argon 164.6
  4. Meta AIMuse Spark 1.3 156.8
  5. xAIGrok 4.6 156.3
  6. Mistral AIMistral Large 4 146.9
  7. MicrosoftPhi-4 130.4
  8. Moonshot AIKimi K3 157.4
  9. Alibaba / QwenQwen 3.8 Max 156.9
  10. Zhipu AI / Z.aiGLM-5.3 155.9
  11. DeepSeekDeepSeek V4.1 Flash 155.6
  12. MiniMaxMiniMax-M3 147.1
  13. 01.AIYi-34B 117.4
  14. BaichuanBaichuan2-13B 103.3
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