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VastkindA World in Perspective

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Big shifts, made visible. Explore every chart, its sources and the story behind the numbers.

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The Scale of AI Training

From AlexNet to Llama 3.1: selected milestones reveal an extraordinary rise in training compute. More computation does not mean an equivalent rise in intelligence.

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Training Compute, Selected AI ModelsFLOP · LOGARITHMIC SCALE
10¹⁸10²⁰10²²10²⁴10²⁶2012201620202024AlexNet: 4.7e+17 FLOPAlexNetGPT-3 175B: 3.14e+23 FLOPGPT-3 175BPaLM 540B: 2.5272e+24 FLOPPaLM 540BLlama 3.1-405B: 3.8e+25 FLOPLlama 3.1-405BModel Publication Year10¹⁸10²⁰10²²10²⁴10²⁶2012201620202024AlexNet: 4.7e+17 FLOPAlexNetGPT-3 175B: 3.14e+23 FLOPGPT-3 175BPaLM 540B: 2.5272e+24 FLOPPaLM 540BLlama 3.1-405B: 3.8e+25 FLOPLlama 3.1-405BModel Publication Year

Selected historical models · estimates. Each vertical step is 100×.

Data: Epoch AI · Chart: VastkindModels: 2012–2024 · Dataset Accessed: 5 Oct 2026
In Charts

The Cost of New Renewable Power

Wind and solar lead this comparison of renewable generation costs. These global averages measure production, not the price on an electricity bill.

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Global Weighted-Average Generation Cost2025 USD / MWh · NEW PROJECTS
0255075100125Onshore Wind33Solar PV44Hydropower62Offshore Wind78Bioenergy86Geothermal89Concentrated Solar1150255075100125Onshore Wind33Solar PV44Hydropower62Offshore Wind78Bioenergy86Geothermal89Concentrated Solar115

Levelized cost of electricity. Different technologies supply power differently.

Data: IRENA · Chart: VastkindData: 2025 · Report: Jul 2026
In Charts

The Scale of China’s Robot Rollout

Three Asian markets show the scale of factory automation. The figures count new industrial robot installations in 2025.

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New Industrial Robot InstallationsSELECTED ASIAN MARKETS · 2025
0100k200k300k400kChina354,000Japan36,219South Korea30,0000100k200k300k400kChina354,000Japan36,219South Korea30,000

Selected markets, not a global ranking. Figures as reported by IFR.

Data: IFR · Chart: VastkindData: 2025 · Source Published: 24 Sep 2026

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