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{
"title": "AI Compute Timeline",
"description": "Training FLOPs milestones for AI history, from early electronic computing to frontier models. Observed, estimated, proxy, speculative, and projection rows are structurally separated.",
"fields": {
"year": "Year of milestone",
"event": "Milestone or model/system name",
"category": "Era or capability category",
"value_numeric": "Numeric value plotted when applicable",
"value_low": "Lower uncertainty bound when applicable",
"value_high": "Upper uncertainty bound when applicable",
"value_unit": "Unit for value_numeric, such as training FLOPs or ops/sec proxy",
"estimate_status": "One of observed, estimated, proxy, speculative, projection",
"source_id": "Source identifier for auditable rows",
"confidence": "Qualitative confidence for the row",
"display_label": "Short label used in chart annotations",
"notes": "Audit notes and caveats"
},
"estimate_status_values": [
"observed",
"estimated",
"proxy",
"speculative",
"projection"
],
"sources": [
{
"id": "epoch",
"name": "Epoch AI",
"url": "https://epochai.org/",
"accessed": "2026-01",
"notes": "Primary source for training compute estimates"
},
{
"id": "owid",
"name": "Our World in Data",
"url": "https://ourworldindata.org/artificial-intelligence",
"accessed": "2026-01",
"notes": "Historical AI milestones"
},
{
"id": "kurzweil",
"name": "Kurzweil (2005)",
"url": "https://www.singularity.com/",
"accessed": "2026-01",
"notes": "Early compute and price-performance trend references"
},
{
"id": "source_review_needed",
"name": "Source review needed",
"url": "https://github.com/mschwar/plots",
"accessed": "2026-04",
"notes": "Estimate or projection retained for chart continuity but flagged for source review"
}
],
"transformations": "Log10 values for y-axis. Ops/sec proxies and no-unit milestones are visually separated from training FLOPs. Speculative and projection rows are marker-coded and can be hidden in the Plotly chart.",
"created": "2026-01",
"last_updated": "2026-04-24",
"author": "mschwar"
}