Artificial Intelligence · Projected milestone
Superhuman AI scientists
50% by 2037 · including earlier years
The year is an editorial timing estimate. The percentage applies to occurrence by the stated deadline. These estimates are not calibrated odds.
AI systems outpace human researchers across most fields of science.
Explore this milestone on the interactive mapWhat the forecast means
Milestone stage: demonstration
unknown
Superhuman discovery performance across the stated field basket, not merely one mathematical or coding task.
Completion criteria: Independent review of a disclosed basket spanning mathematics/computing, physical science, life science and engineering finds greater validated discovery output per fixed resource budget in at least three groups over a year. Count successful replication and failed attempts; a proposed proof alone does not resolve the event.
This page describes a forecast, rather than an achieved result. Read the methodology and assumptions.
Built on
Led to
- Controlled recursive self-improvementForecast · ~2032influences
- AI professorsForecast · ~2033enables
- Chips that design successorsForecast · ~2033influences
- Hour-ahead tornado warningsForecast · ~2033enables
- International AI agencyForecast · ~2033influences
- AI-discovered quantum algorithmsForecast · ~2034enables
- Tipping-point early warningForecast · ~2034enables
- Reliable month-ahead forecastsForecast · ~2035enables
- Robots that repair robotsForecast · ~2035influences
- AI-invented transistor typeForecast · ~2036influences
- Autonomous research institutesForecast · ~2036enables
- Most robots designed by AIForecast · ~2038influences
- AI invents new game genresForecast · ~2040enables
- Self-running materials foundriesForecast · ~2040enables
- Superintelligence at homeForecast · ~2040requires
- Thought-typing earbudsForecast · ~2040enables
- Turbulence tamedForecast · ~2040enables
- Ageing reversed in animalsForecast · ~2042enables
- Billion-agent swarmsForecast · ~2042influences
- Human-made work as a premiumForecast · ~2042enables
- Robots do most operationsForecast · ~2043enables
- AI chief executive of a listed firmForecast · ~2044enables
- AI novel wins a top prizeForecast · ~2045enables
- AI research civilisationsForecast · ~2045influences
- Automated theory buildingForecast · ~2045enables
- Home printer for working gadgetsForecast · ~2045enables
- Operating systems written by AIForecast · ~2045enables
- P versus NP resolvedForecast · ~2045enables
- Whole primate brain connectomeForecast · ~2045enables
- Worlds of evolving AI civilisationsForecast · ~2045enables
- Countertop meat growerForecast · ~2046enables
- Storm paths sure two weeks outForecast · ~2046enables
- Every artwork recorded in full detailForecast · ~2047enables
- AI discovers new kinds of beautyForecast · ~2048enables
- Shape-changing modular robotsForecast · ~2048influences
- Robot-run industryForecast · ~2050influences
- Verified AI arms controlForecast · ~2050influences
- Longevity escape velocityForecast · ~2051enables
- Autonomous public-health agenciesForecast · ~2052enables
- Legal protection for game charactersForecast · ~2052enables
- Reliable rain on demandForecast · ~2052enables
- Maps of the next decadeForecast · ~2054enables
- Season-ahead rain forecastsForecast · ~2058enables
- Designed genomes for complex lifeForecast · ~2060enables
- Internet immune systemForecast · ~2060enables
- AI artists and movementsForecast · ~2062enables
- Files that carry their own readerForecast · ~2062enables
- Tornadoes stopped before touchdownForecast · ~2062enables
- AI beings as community membersForecast · ~2064enables
- Brand-new tastes and texturesForecast · ~2065enables
- Fully synthetic organismsForecast · ~2065enables
- Overnight drug design to approvalForecast · ~2065enables
- AI-run companiesForecast · ~2068enables
- AI-mediated arms treatiesForecast · ~2075enables
- Human-AI hybrid languagesForecast · ~2075enables
- Lunar SETI observatoryForecast · ~2075enables
- Whole-brain emulationForecast · ~2085enables
Sources & evidence
- Sharing AI progress in mathematics 2026-10-06
OpenAI shares research-level mathematical results, proof artifacts and evaluation details; the post was updated October 15. The claims still need ordinary mathematical scrutiny. These results support capability beyond benchmark scores, not mastery of every scientific field.
- Research acceleration: The view inside OpenAI 2026-09-06
OpenAI reports an automated research intern, increasing agent contribution and substantial human intervention on longer tasks; it targets an automated researcher in March 2028. Internal measurements are preliminary, and compute and controls still constrain work.
- Measurements for understanding the pace of AI development inside frontier labs 2026-09-17
Anthropic reports AI leading 26% of R&D in August, no fully autonomous measured R&D subset, and about 30,000 concurrent internal agents. It reports complete action-monitor coverage, which is not complete detection. The measurements use internal/model judgments.
Record reviewed 2026-10-18