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AI Reads and Synthesizes All Scientific Literature

An AI system that has read and can synthesize insights across all published scientific literature.

Evidence:arxivhuggingface Source refresh pending
76.2%progress
Median Predicted Year
2028
P10: 2026 · P90: 2031
Time to Median Prediction
Syncing countdown…
Progress Index Over Time
Proprietary progress score
Prediction Range
P10 / Median / P90 estimates
expertmarketmodel
Why It Moved — Recent Events
10 days soonerAug 20

Hourly data refresh: 9 new papers in last 30 days. Frontier HLE benchmark at 56.1%.

Automated data refresh
23 days laterAug 20

Hourly data refresh: Frontier HLE benchmark at 56.1%.

Automated data refresh
6 days soonerAug 20

Hourly data refresh: 28292 new papers in last 30 days.

Automated data refresh
29 days soonerJul 30

Hourly data refresh: 27648 new papers in last 30 days.

Automated data refresh
Accelerators & Bottlenecks
What speeds it up
Context windows expanding to millions of tokens
What slows it down
Paywalled literature access

Forecast methodology: Progress % and predicted years are computed by our proprietary algorithm combining real-money prediction markets (Polymarket, Kalshi), expert forecasts weighted by Brier score accuracy, and hard data trend extrapolation using S-curves fitted to clinical trial progression (ClinicalTrials.gov), AI benchmark scores (HuggingFace), publication velocity (arXiv), and drug approvals (openFDA). P10/P50/P90 represent optimistic, median, and pessimistic scenarios. Updated hourly.