Foundation models, geometric deep learning architectures, and neural quantum simulators accelerating biological discovery, molecular design, and material synthesis.
| Rank | Discovery / Scientific Entity | Domain | NASA TRL | SMS Score | 30D Delta | Key Institutions | Replication | Lifecycle | Action |
|---|---|---|---|---|---|---|---|---|---|
#1-1 | AlphaFold 3 Biomolecular Structure Engine Dr. Demis Hassabis, Dr. John Jumper•10.1038/s41586-024-07487-w | AI for Science | TRL 9 | 983.0 | +48.8% | DeepMind, Isomorphic Labs | 96/100 | 📈 SCALING | |
#2-1 | ESM-3 98B Generative Biology Foundation Model Dr. Alexander Rives, Dr. Tom Sercu•arXiv:2406.20092 | AI for Science | TRL 7 | 979.8 | +13.5% | EvolutionaryScale | 97/100 | 📈 SCALING | |
#3-3 | GNoME Materials Discovery Graph Network Dr. Amil Merchant, Dr. Ekin Dogus Cubuk•10.1038/s41586-023-06735-9 | AI for Science | TRL 7 | 972.3 | +12.3% | Google DeepMind | 94/100 | 📈 SCALING | |
#4+2 | RFdiffusion De Novo Protein Generator Dr. David Baker, Dr. Joseph Watson•10.1038/s41586-023-06415-8 | AI for Science | TRL 7 | 967.4 | +54.1% | Institute for Protein Design (UW) | 96/100 | 📈 SCALING | |
#5— | GraphCast Global 10-Day AI Weather Forecaster Dr. Remi Lam, Dr. Ferran Alet•10.1126/science.adi2336 | AI for Science | TRL 8 | 960.2 | +60.3% | Google DeepMind, ECMWF | 97/100 | 🔬 TRL 4-6 | |
#6+1 | DeepPotential Molecular Dynamics (DP-MD) Dr. Weinan E, Dr. Linfeng Zhang•arXiv:2308.12001 | AI for Science | TRL 9 | 955.0 | +54.9% | AI for Science Institute (AISI) | 95/100 | 🔬 TRL 4-6 | |
#7-3 | AlphaGeometry Automated Olympiad Geometry Solver Dr. Trieu Trinh, Dr. Thang Luong•10.1038/s41586-023-06747-5 | AI for Science | TRL 6 | 948.3 | +32.4% | Google DeepMind | 94/100 | 🔬 TRL 4-6 | |
#8+1 | BioNeMo Generative Drug Discovery Supercomputing Dr. Kimberly Powell, Dr. Rory Kelleher•10.1109/MCSE.2024.33 | AI for Science | TRL 8 | 944.7 | +52.8% | NVIDIA, Genentech | 97/100 | ⭐ COMMERCIAL SPINOUT | |
#9— | Orbital-Net Physics-Informed Spacecraft Autonomy Dr. Soon-Jo Chung, Dr. Richard Murray•10.2514/1.G007123 | AI for Science | TRL 6 | 938.3 | +38.2% | Caltech JPL, MIT AeroAstro | 96/100 | 📈 SCALING | |
#10-2 | OpenFold Open-Source Trainable AlphaFold2 Dr. Mohammed AlQuraishi, Dr. Gustaf Ahdritz•10.1038/s41592-024-02206-8 | AI for Science | TRL 9 | 933.3 | +45.2% | Columbia University, Prescient Design | 95/100 | 🔬 TRL 4-6 | |
#11-3 | CRISPR-Cas12a & Cas13 RNA/DNA Epigenome Modulator Dr. Feng Zhang, Dr. Omar Abudayyeh•10.1126/science.aba9381 | Synthetic Biology & Genomics | TRL 7 | 925.7 | +21.8% | Broad Institute of MIT, Harvard | 95/100 | 📈 SCALING | |
#12-1 | Prime Editing 3b Non-Viral Genomic Correction Dr. David Liu, Dr. Andrew Anzalone•10.1038/s41587-023-01928-y | Synthetic Biology & Genomics | TRL 7 | 919.9 | +37.5% | Harvard University, Broad Institute | 97/100 | ⭐ COMMERCIAL SPINOUT | |
#13— | Synthetic Yeast Genome Sc2.0 (16-Chromosome) Dr. Jef Boeke, Dr. Patrick Cai•10.1016/j.cell.2023.10.015 | Synthetic Biology & Genomics | TRL 6 | 916.0 | +29.3% | Sc2.0 International Consortium, NYU | 94/100 | ⭐ COMMERCIAL SPINOUT | |
#14+3 | Cell-Free Continuous Biomanufacturing Reactor Dr. Michael Jewett, Dr. Jason Kelly•10.1038/s41467-023-41289-w | Synthetic Biology & Genomics | TRL 7 | 909.3 | +21.2% | Northwestern University, Ginkgo Bioworks | 97/100 | 📈 SCALING | |
#15+3 | Bacteriophage Generative Engineering Platform Dr. Stanley Qi, Dr. Xavier Duportet•10.1038/s41587-024-02189-1 | Synthetic Biology & Genomics | TRL 7 | 902.9 | +11.9% | Stanford, Eligo Bioscience | 95/100 | 📈 SCALING | |
#16+1 | mRNA-LNP Multivalent Universal Influenza & Corona Vaccine Dr. Drew Weissman, Dr. Katalin Karikó•10.1126/science.abm0271 | Synthetic Biology & Genomics | TRL 8 | 897.2 | +43.6% | Penn Medicine | 95/100 | ⚡ LAB PROOF | |
#17+3 | Engineered Nitrogen-Fixing Endophytic Microbes Dr. Christopher Voigt, Dr. Karsten Temme•10.1073/pnas.2309182120 | Synthetic Biology & Genomics | TRL 7 | 891.7 | +31.6% | MIT, Pivot Bio | 97/100 | 🔬 TRL 4-6 | |
#18+3 | Epigenetic Age Reversal OSK Reprogramming Vector Dr. David Sinclair, Dr. Lu Wang•10.1038/s41586-020-2975-4 | Synthetic Biology & Genomics | TRL 6 | 886.3 | +12.5% | Harvard Medical School | 97/100 | 🔬 TRL 4-6 | |
#19-1 | Universal Off-The-Shelf Allogeneic CAR-T Platform Dr. Waseem Qasim, Dr. Rachel Haurwitz•10.1038/s41591-023-02501-x | Synthetic Biology & Genomics | TRL 6 | 880.6 | +13.6% | UCL, Caribou Biosciences | 92/100 | ⭐ COMMERCIAL SPINOUT | |
#20+3 | Enzymatic Carbon Fixation Cycle (CETCH 2.0) Dr. Tobias Erb, Dr. Nicole Paczia•10.1126/science.aah5237 | Synthetic Biology & Genomics | TRL 6 | 872.7 | +50.6% | Max Planck Institute for Terrestrial Microbiology | 94/100 | ⚡ LAB PROOF | |
#21-1 | Room-Temperature Ambient Superconductor Candidate Search (LK-Engine) Dr. Mikhail Eremets, Dr. Anand Bhattacharya•10.1038/s41586-023-06673-4 | Advanced Materials & Nanotech | TRL 4 | 867.3 | +32.0% | Max Planck Institute for Solid State Research, Argonne | 93/100 | ⭐ COMMERCIAL SPINOUT | |
#22+4 | Magic-Angle Twisted Bilayer Graphene Correlated Superlattices Dr. Pablo Jarillo-Herrero, Dr. Philip Kim•10.1038/nature26160 | Advanced Materials & Nanotech | TRL 5 | 862.9 | +19.0% | MIT, Harvard | 96/100 | 🔬 TRL 4-6 | |
#23+3 | Synthetic Diamond Wafer Semiconductor Substrates (100mm) Dr. Martin Kuball, Dr. Christoph Nebel•10.1002/pssa.202300451 | Advanced Materials & Nanotech | TRL 7 | 855.6 | +11.2% | Diamond Foundry, Fraunhofer IAF | 93/100 | 🔬 TRL 4-6 | |
#24-1 | Direct Air Capture Metal-Organic Frameworks (CALF-20) Dr. George Shimizu, Dr. Brett Carter•10.1126/science.abi7281 | Advanced Materials & Nanotech | TRL 7 | 850.9 | +32.3% | University of Calgary, Svante | 93/100 | 🔬 TRL 4-6 | |
#25-1 | Self-Healing Vascular Polymeric Structural Composites Dr. Nancy Sottos, Dr. Jeffrey Moore•10.1038/s41563-023-01602-x | Advanced Materials & Nanotech | TRL 7 | 846.0 | +14.8% | UIUC, Autonomous Materials Systems | 92/100 | 🔬 TRL 4-6 | |
#26+2 | MXene 2D Transition Metal Carbide Pseudocapacitive Electrodes Dr. Yury Gogotsi, Dr. Michael Naguib•10.1038/s41578-022-00465-1 | Advanced Materials & Nanotech | TRL 6 | 838.1 | +25.1% | Drexel University | 92/100 | ⚡ LAB PROOF | |
#27+1 | Metamaterial Acoustic / Optical Cloaking Hyperlens Dr. Xiang Zhang, Dr. Sir John Pendry•10.1126/science.1147231 | Advanced Materials & Nanotech | TRL 6 | 834.5 | +30.1% | UC Berkeley, Oxford | 94/100 | 🔬 TRL 4-6 | |
#28+4 | Aerogel Thermal Barrier (Silica-Polyimide Nanofoam) Dr. Mary Ann Meador, Dr. Stephanie Vivod•10.1021/acsami.2c19012 | Advanced Materials & Nanotech | TRL 8 | 827.5 | +44.8% | NASA Glenn, Blueshift Materials | 92/100 | 🔬 TRL 4-6 | |
#29-1 | Single-Atom Catalysts (SAC) for Carbon-to-Ethylene Reduction Dr. Yadong Li, Dr. Matteo Cargnello•10.1038/s41570-023-00492-3 | Advanced Materials & Nanotech | TRL 6 | 820.5 | +44.8% | Tsinghua University, Stanford | 95/100 | ⚡ LAB PROOF | |
#30+4 | Carbon Nanotube Field-Effect Transistor (RV16X-NANO) Dr. Max Shulaker, Dr. Gage Hills•10.1038/s41586-019-1493-0 | Advanced Materials & Nanotech | TRL 6 | 816.9 | +10.3% | MIT, Analog Devices | 93/100 | 🔬 TRL 4-6 | |
#31+1 | James Webb Space Telescope Mid-Infrared Spectrograph (MIRI) Dr. Jane Rigby, Dr. John Mather•10.1086/675808 | Astrophysics & Space | TRL 8 | 810.9 | +6.3% | NASA / ESA / CSA, STScI | 93/100 | 🔬 TRL 4-6 | |
#32+2 | Square Kilometre Array (SKA) Low-Frequency Aperture Array Dr. Philip Diamond, Dr. Sarah Pearce•10.1007/s10686-022-09871-3 | Astrophysics & Space | TRL 5 | 805.6 | +39.3% | SKA Observatory, CSIRO | 96/100 | ⚡ LAB PROOF | |
#33— | Extremely Large Telescope (ELT) 39-Meter Segmented Mirror Dr. Xavier Barcons, Dr. Roberto Tamai•10.1117/1.JATIS.7.2.021503 | Astrophysics & Space | TRL 5 | 797.7 | +15.1% | European Southern Observatory (ESO) | 93/100 | ⭐ COMMERCIAL SPINOUT | |
#34+3 | LIGO-Virgo-KAGRA Quantum-Squeezed Gravitational Wave Detector Dr. David Reitze, Dr. Rana Adhikari•10.1103/PhysRevX.13.041021 | Astrophysics & Space | TRL 7 | 794.2 | +19.4% | LIGO Scientific Collaboration, MIT | 94/100 | ⭐ COMMERCIAL SPINOUT | |
#35-2 | Vera C. Rubin Observatory Legacy Survey of Space and Time (LSST) Dr. Zeljko Ivezic, Dr. Steve Kahn•10.3847/1538-4357/ab042c | Astrophysics & Space | TRL 7 | 788.3 | +19.8% | SLAC, NOIRLab | 92/100 | ⭐ COMMERCIAL SPINOUT | |
#36— | Deep Underground Neutrino Experiment (DUNE) LArTPC Dr. Lia Merminga, Dr. Mary Bishai•10.1140/epjc/s10052-020-7972-0 | Astrophysics & Space | TRL 6 | 780.8 | +26.0% | Fermilab, CERN | 95/100 | ⭐ COMMERCIAL SPINOUT | |
#37+2 | Laser Interferometer Space Antenna (LISA Gravitational Wave Core) Dr. Karsten Danzmann, Dr. Ira Thorpe•10.1038/s41550-023-02012-7 | Astrophysics & Space | TRL 7 | 776.8 | +12.1% | ESA, NASA | 91/100 | ⚡ LAB PROOF | |
#38+1 | Nancy Grace Roman Space Telescope Coronagraph Instrument Dr. Julie McEnery, Dr. John Grunsfeld•10.1117/12.2562912 | Astrophysics & Space | TRL 6 | 770.4 | +20.1% | NASA Goddard, JPL | 94/100 | ⭐ COMMERCIAL SPINOUT | |
#39+2 | Europa Clipper Ice-Penetrating Radar (REASON) Dr. Robert Pappalardo, Dr. Donald Blankenship•10.1007/s11214-024-01048-2 | Astrophysics & Space | TRL 8 | 762.7 | +14.0% | NASA JPL, APL | 91/100 | 🔬 TRL 4-6 | |
#40+2 | Cherenkov Telescope Array (CTA) Ultra-High-Energy Gamma Array Dr. Federico Ferrini, Dr. Werner Hofmann•10.1016/j.astropartphys.2023.102890 | Astrophysics & Space | TRL 5 | 757.1 | +41.2% | CTA Consortium, MPIK | 94/100 | ⭐ COMMERCIAL SPINOUT | |
#41+1 | N1 1024-Channel Flexible Thread Intracortical BCI Dr. Matthew MacDougall, Dr. DJ Seo•10.2196/16194 | Neuroscience & Brain Interfaces | TRL 8 | 752.1 | +29.4% | Neuralink | 93/100 | 🔬 TRL 4-6 | |
#42— | Layer 7 Micro-Electrocorticography (uECoG) Thin-Film Array Dr. Benjamin Rapoport, Dr. Mark Richardson•10.1038/s41551-023-01089-w | Neuroscience & Brain Interfaces | TRL 8 | 747.3 | +16.3% | Precision Neuroscience, Mount Sinai | 93/100 | 🔬 TRL 4-6 | |
#43— | Stentrode Endovascular Brain-Computer Interface Dr. Thomas Oxley, Dr. Nicholas Opie•10.1001/jamaneurol.2022.4847 | Neuroscience & Brain Interfaces | TRL 8 | 739.2 | +20.0% | Synchron, Melbourne University | 89/100 | ⚡ LAB PROOF | |
#44— | Neural Replay Non-Invasive Continuous Speech Decoder Dr. Alexander Huth, Dr. Jerry Tang•10.1038/s41593-023-01304-9 | Neuroscience & Brain Interfaces | TRL 6 | 735.4 | +20.5% | UT Austin | 91/100 | ⚡ LAB PROOF | |
#45— | Whole-Brain Synaptic Connectome Imaging (MICrONS) Dr. Jeff Lichtman, Dr. Clay Reid•10.1101/2021.07.28.454025 | Neuroscience & Brain Interfaces | TRL 7 | 729.1 | +19.6% | Harvard, Allen Institute, Princeton | 94/100 | ⚡ LAB PROOF | |
#46-1 | Closed-Loop Deep Brain Stimulator (Percept PC Sensing) Dr. Philip Starr, Dr. Edward Chang•10.1038/s41587-021-00897-4 | Neuroscience & Brain Interfaces | TRL 8 | 724.1 | +11.8% | Medtronic, UCSF | 91/100 | ⚡ LAB PROOF | |
#47— | Optogenetic Cortical Restoration of Vision Dr. Jose-Alain Sahel, Dr. Botond Roska•10.1038/s41591-021-01351-4 | Neuroscience & Brain Interfaces | TRL 6 | 716.2 | +36.1% | Institut de la Vision, GenSight | 91/100 | 🔬 TRL 4-6 | |
#48+3 | Organoid Intelligence (OI) Brain-on-Chip Biocomputer Dr. Thomas Hartung, Dr. Brett Kagan•10.3389/fsci.2023.1017235 | Neuroscience & Brain Interfaces | TRL 5 | 712.6 | +24.2% | Johns Hopkins, Cortical Labs | 88/100 | ⚡ LAB PROOF | |
#49-2 | Focused Ultrasound Blood-Brain Barrier Opening System Dr. Kullervo Hynynen, Dr. Nir Lipsman•10.1038/s41467-023-38823-1 | Neuroscience & Brain Interfaces | TRL 8 | 705.2 | +34.1% | Sunnybrook, Insightec | 92/100 | 🔬 TRL 4-6 | |
#50+4 | Spinal Cord Neuroprosthetic Epidural Stimulation Dr. Gregoire Courtine, Dr. Jocelyne Bloch•10.1038/s41586-023-06094-5 | Neuroscience & Brain Interfaces | TRL 8 | 700.4 | +18.4% | EPFL, Lausanne University Hospital | 91/100 | 🔬 TRL 4-6 |
Ranks #1–#50 are freely accessible. Institutional and Pro members gain unrestricted access to full 100-rank indices, live DOI raw feeds, and sub-second WebSocket telemetry.