Leonardo da Vinci's Vitruvian Man, a man inscribed in a circle and a square
Vitruvian ManLeonardo da Vinci · c. 1490
Copernicus's heliocentric diagram from De revolutionibus orbium coelestium
The Sun at the centreNicolaus Copernicus · 1543
An anatomical figure from Vesalius's Fabrica
De humani corporis fabricaAndreas Vesalius · 1543
The Toruń portrait of Nicolaus Copernicus
Nicolaus CopernicusToruń portrait · c. 1580
Kepler's model of the planetary orbits as nested Platonic solids
Mysterium CosmographicumJohannes Kepler · 1596
Galileo's ink-wash drawings of the Moon's phases, made at the telescope
The Moon through a telescopeGalileo Galilei · 1609
Portrait of Galileo Galilei by Justus Sustermans
Galileo GalileiJustus Sustermans · 1636
Robert Hooke's compound microscope, engraved for Micrographia
Hooke's microscopeRobert Hooke · 1665
Robert Hooke's engraving of a flea seen through a microscope
A flea, from MicrographiaRobert Hooke · 1665
Robert Hooke's engraving of cork seen through a microscope, the plate where he named the cell
Cork cells, from MicrographiaRobert Hooke · 1665
Jan Verkolje's portrait of the microscopist Antonie van Leeuwenhoek
Antonie van LeeuwenhoekJan Verkolje · c. 1680
The title page of Newton's Philosophiae Naturalis Principia Mathematica
Principia MathematicaIsaac Newton · 1687
Portrait of Isaac Newton by Godfrey Kneller
Isaac NewtonGodfrey Kneller · 1689
Johann Kerseboom's portrait of the chemist Robert Boyle
Robert BoyleJohann Kerseboom · c. 1689
Maria Sibylla Merian's plate of blue morpho butterflies with their caterpillar and pupa on a Surinam plant
Metamorphosis insectorum SurinamensiumMaria Sibylla Merian · 1705
Jakob Emanuel Handmann's portrait of Leonhard Euler
Leonhard EulerJakob Emanuel Handmann · 1753
Alexander Roslin's portrait of Carl Linnaeus
Carl LinnaeusAlexander Roslin · 1775
Joseph-Siffred Duplessis's portrait of Benjamin Franklin
Benjamin FranklinJoseph-Siffred Duplessis · c. 1785
Patterns of sand on vibrating plates, as Ernst Chladni first showed them
Chladni figuresErnst Chladni · 1787
Jacques-Louis David's portrait of the chemists Antoine and Marie-Anne Lavoisier
Antoine and Marie-Anne LavoisierJacques-Louis David · 1788
Marie-Anne Paulze Lavoisier's engraving of the apparatus for Lavoisier's experiments on combustion
Lavoisier's laboratory apparatusMarie-Anne Paulze Lavoisier · 1789
A plate from Galvani's De viribus electricitatis showing his frog-leg experiment
Frog legs and electricityLuigi Galvani · 1791
An engraving of Volta's pile, discs of zinc and copper stacked with wet card
The first batteryAlessandro Volta · 1800
James Northcote's portrait of Edward Jenner, who made the first vaccine
Edward JennerJames Northcote · 1803
Benjamin West's painting of Benjamin Franklin's kite experiment
Franklin draws electricity from the skyBenjamin West · c. 1816
View from the Window at Le Gras, the oldest surviving camera photograph
The oldest surviving photographNicéphore Niépce · 1827
John James Audubon's plate of Carolina parakeets, a species now extinct
Carolina parakeets, The Birds of AmericaJohn James Audubon · 1828
Thomas Phillips's portrait of the chemist John Dalton
John DaltonThomas Phillips · 1835
Darwin's notebook sketch of a branching tree of life, headed I think
“I think”: the first tree of lifeCharles Darwin · 1837
Gaetano Bonatti's engraved portrait of Alessandro Volta
Alessandro VoltaGaetano Bonatti · 1837
Daguerre's daguerreotype of a Paris boulevard, with the first people ever photographed
Boulevard du TempleLouis Daguerre · 1838
Watercolour portrait of Ada Lovelace
Ada LovelaceAlfred Edward Chalon · c. 1840
Christian Albrecht Jensen's portrait of Carl Friedrich Gauss
Carl Friedrich GaussChristian Albrecht Jensen · 1840
Portrait of Michael Faraday by Thomas Phillips
Michael FaradayThomas Phillips · 1842
Portrait of the fossil hunter Mary Anning with her dog on the shore at Lyme Regis
Mary Anningbefore 1842
Joseph Karl Stieler's portrait of Alexander von Humboldt
Alexander von HumboldtJoseph Karl Stieler · 1843
John Gould's drawings of the heads of four Galápagos finches
Darwin's finchesJohn Gould · 1845
John Snow's map of cholera deaths around the Broad Street pump in Soho
The cholera mapJohn Snow · 1854
Florence Nightingale's rose diagrams of deaths in the Crimean War
Causes of mortality in the armyFlorence Nightingale · 1858
Henry Hering's photograph of Florence Nightingale
Florence NightingaleHenry Hering · c. 1860
Maxwell's three-colour photograph of a tartan ribbon
The first colour photographJames Clerk Maxwell · 1861
Photograph of Gregor Mendel
Gregor Mendelc. 1862
Photograph of Charles Darwin by Julia Margaret Cameron
Charles DarwinJulia Margaret Cameron · c. 1868
Mendeleev's periodic table of the elements
The periodic tableDmitri Mendeleev · 1871
Muybridge's sequence of a galloping horse, frame by frame
The Horse in MotionEadweard Muybridge · 1878
Thomas Edison's patent drawing of the incandescent electric lamp
The electric lamp patentThomas Edison · 1880
An engraving of James Clerk Maxwell by G. J. Stodart
James Clerk MaxwellG. J. Stodart · 1882
Photograph of Dmitri Mendeleev
Dmitri Mendeleev1890s
Napoleon Sarony's photograph of Nikola Tesla
Nikola TeslaNapoleon Sarony · c. 1890
Photograph of Louis Pasteur by Paul Nadar
Louis PasteurPaul Nadar · before 1895
Wilhelm Röntgen's X-ray of his wife Anna Bertha's hand, showing her ring
Hand mit RingenWilhelm Röntgen · 1895
Photograph of the naturalist Alfred Russel Wallace
Alfred Russel WallaceLondon Stereoscopic Company · c. 1895
Photograph of the astronomer Henrietta Swan Leavitt
Henrietta Swan Leavittc. 1898
Ramón y Cajal's drawing of Purkinje and granule cells from a pigeon's cerebellum
Purkinje cellsSantiago Ramón y Cajal · 1899
Nikola Tesla's magnifying transmitter throwing sparks in his Colorado Springs laboratory
Tesla's Colorado Springs labDickenson V. Alley · 1899
Photograph of the neuroscientist Santiago Ramón y Cajal
Santiago Ramón y Cajal1899
Photograph of the microbiologist Robert Koch
Robert Kochc. 1900
The Wright Flyer lifting off at Kitty Hawk
The first powered flightJohn T. Daniels · 1903
Ernst Haeckel's plate of jellyfish, Discomedusae
Kunstformen der NaturErnst Haeckel · 1904
Photograph of the mathematician Emmy Noether
Emmy Noetherbefore 1910
Photograph of the agricultural scientist George Washington Carver
George Washington Carverc. 1910
The total solar eclipse of 1919, photographed to measure the bending of starlight
The eclipse that tested relativityFrank Dyson, Arthur Eddington · 1919
Photograph of Marie Curie
Marie CurieHenri Manuel · c. 1920
Photograph of the mathematician Srinivasa Ramanujan
Srinivasa Ramanujanbefore 1920
Photograph of Albert Einstein
Albert EinsteinFerdinand Schmutzer · 1921
Photograph of Niels Bohr
Niels BohrLagrelius & Westphal · c. 1922
Louis Bachrach's photograph of Thomas Edison
Thomas EdisonLouis Bachrach · c. 1922
Jagadish Chandra Bose with his apparatus in front of a blackboard
Jagadish Chandra BoseAgence Meurisse · 1926
The physicists of the 1927 Solvay Conference on electrons and photons
The Solvay ConferenceBenjamin Couprie · 1927
Photograph of Alan Turing aged 16
Alan Turingc. 1928
Carl Anderson's cloud chamber photograph of the first positron, curving through a lead plate
The first positronCarl D. Anderson · 1932
Photograph of Max Planck
Max Planck1933
Photograph of the physicist Enrico Fermi at a control panel
Enrico FermiU.S. Department of Energy · 1943–49
Photograph of the marine biologist Rachel Carson
Rachel CarsonU.S. Fish and Wildlife Service · 1944
Lise Meitner lecturing at the Catholic University in Washington, D.C.
Lise MeitnerSmithsonian Institution · 1946
Glen Beck and Betty Snyder programming the ENIAC computer
Programming ENIACU.S. Army · c. 1947
The geneticist Barbara McClintock at her microscope in her laboratory
Barbara McClintockScience Service · 1947
A replica of Sputnik 1, the first artificial satellite
Sputnik 1NSSDC · 1957
The physicist Chien-Shiung Wu in her laboratory at Columbia University
Chien-Shiung WuScience Service · 1963
Earth rising over the Moon's horizon, photographed from Apollo 8
EarthriseWilliam Anders, Apollo 8 · 1968
The Saturn V rocket carrying Apollo 11 lifting off
Apollo 11 lifts offNASA · 1969
Buzz Aldrin standing on the Moon, photographed by Neil Armstrong
A man on the MoonNeil Armstrong, Apollo 11 · 1969
The whole Earth photographed from Apollo 17
The Blue MarbleApollo 17 · 1972
Photograph of the NASA mathematician Katherine Johnson
Katherine JohnsonNASA · 1983
Commodore Grace Hopper in U.S. Navy uniform
Grace HopperJames S. Davis · 1984
The Earth as a tiny point of light in a sunbeam, photographed by Voyager 1 from beyond Neptune
Pale Blue DotVoyager 1 · 1990
Thousands of distant galaxies in the Hubble Deep Field
The Hubble Deep FieldNASA, Hubble · 1995
The Pillars of Creation in the Eagle Nebula, photographed by Hubble
Pillars of CreationNASA, Hubble · 1995
Saturn and its rings, photographed by the Cassini spacecraft
Saturn from CassiniNASA, JPL, Cassini · 2008
The galaxy cluster SMACS 0723 and thousands of galaxies behind it, from the James Webb Space Telescope
Webb's First Deep FieldNASA, ESA, CSA, STScI · 2022
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Autonomous ScienceBench

Accelerate the advent of autonomous science

Collaborators

Film
Projects

From benchmarks
to autonomous science

  • AI agents run closed-loop experimental campaigns from real laboratories in biology, chemistry, and materials, designing each round of experiments and learning from the results.

    Explore the bench

Cost vs. resolution rateAutonomous Science Bench 0.1

0%20%40%60%80%100%$5$10$20$50$100$200$500Total cost (USD, log scale)Resolution rateGPT-6 Astra (max), Codex: 72% (13/18) at $190.23GPT-5.6 Terra (max), Codex: 44% (8/18) at $51.57Haiku 4.5, Claude Code: 0% (0/18) at $7.62Sonnet 5.5 (high), Claude Code: 11% (2/18) at $7.84GPT-5.6 Luna (max), Codex: 28% (5/18) at $6.91MiniMax M3, mini-SWE-agent: 6% (1/18) at $28.37Qwen3.8 27B, mini-SWE-agent: 6% (1/18) at $21.89GLM-5.3 Flash, mini-SWE-agent: 11% (2/18) at $25.68Opus 5.5 (max), Claude Code: 67% (12/18) at $172.91GPT-6 AstraCodexGPT-5.6 TerraCodexSonnet 5.5Claude CodeGPT-5.6 LunaCodexMiniMax M3mini-SWE-agentQwen3.8 27Bmini-SWE-agentGLM-5.3 Flashmini-SWE-agentOpus 5.5Claude Code
Fields

The science we cover

Protein helices drawn as glowing wireframe ribbons, salmon fading to teal
Protein engineering
The blue cells and silver grid lines of a solar panel
Photovoltaics
Neurons glowing red and green under a fluorescence microscope
Neuroscience
Swirling blue cloud bands of Jupiter, photographed by NASA's Juno
Planetary science
The striped pattern of a separating polymer mixture
Polymers
Blue DNA double helices rising through the frame, more fading behind
Genomics
The crossing Widmanstätten pattern of an iron-nickel meteorite
Metals & alloys
Gold line drawings of ginkgo leaves overlapping on a dark ground
Plant science
Gold and silver atoms packed across a catalyst surface
Catalysis & electrocatalysis
A crystal of trapped ions glowing in a hexagonal lattice
Quantum materials
Cells marked by a fluorescent small-molecule probe
Drug discovery
A branching snow crystal photographed by Wilson Bentley
Crystallization
Diatoms of many shapes under a microscope
Ocean science
The wiring of an integrated circuit in a scanning electron micrograph
Semiconductors
Bacterial colonies growing on a red agar plate
Synthetic biology
Crystals shining in polarized light
Reaction chemistry
The blue bands of a polished agate
Geoscience
A pink kunzite crystal, the lithium mineral spodumene
Energy storage
E. coli bacteria in a scanning electron micrograph
Microbiology
A tangle of carbon nanotubes in an electron micrograph
Nanomaterials
Translucent blue cells, each nucleus glowing inside its membrane
Virtual cell
A map of the crystal grains in a metal, each grain a different color
Advanced manufacturing
Drag to explore
What we build

Built for recursive scientific intelligence

Benchmarks

Measure agents on real lab campaigns.

GPT-6 Astra72%Opus 5.567%GPT-5.6 Terra44%GPT-5.6 Luna28%Sonnet 5.511%GLM-5.3 Flash11%MiniMax M36%Qwen3.8 27B6%Haiku 4.50%

ASB 0.1 · 9 agent setups · 6 tasks

Environments

Train in the loop, replay to physical lab.

  1. v0Replay oracle
  2. v1Digital twin
  3. v2Physical lab

Same tasks · same agent API

Trajectories

Campaigns condensed into training tokens.

Models · simulations · experts · labs