THE WORKFORCE

The world’s best
physicists,
on one platform.

200,000+ verified, across every domain that trains frontier AI.

IMO & IOI MedalistsCompetition-Math Coaches & Olympiad GradersPhD Mathematicians (geometry · dynamical systems · number theory · optimal transport)PhDs with top US postdoc appointmentsStatistics & OR PhDsSIAM / top-journal AuthorsAlgorithm Researchers from Top Tech CosCS PhDs in NLP / LLM / Interpretability (ICLR · TMLR · COLM authors)ACM-ICPC MedalistsPrincipal Architects & Staff EngineersAI-Infra / GPU / Systems EngineersIMO & IOI MedalistsCompetition-Math Coaches & Olympiad GradersPhD Mathematicians (geometry · dynamical systems · number theory · optimal transport)PhDs with top US postdoc appointmentsStatistics & OR PhDsSIAM / top-journal AuthorsAlgorithm Researchers from Top Tech CosCS PhDs in NLP / LLM / Interpretability (ICLR · TMLR · COLM authors)ACM-ICPC MedalistsPrincipal Architects & Staff EngineersAI-Infra / GPU / Systems Engineers
Security Researchers (Red-Team · CTF · CVE finders)Academy & National-Lab Research Scientists (Nature Neuroscience · PNAS · JCI authors)Condensed-Matter & Quantum-Information PhysicistsLattice-QCD / Gravitational-Wave PhDsMaterials-Science PhDs (battery · electrolyte)Genomics / Bioinformatics / Protein-Design ResearchersDomain PhDs (Physics · Chem · Bio)Litigators at Top-Tier Law FirmsPatent Attorneys & IP SpecialistsChief & Attending Physicians (tier-1 hospitals; oncology · surgery · internal medicine)CFA / FRM CharterholdersSecurity Researchers (Red-Team · CTF · CVE finders)Academy & National-Lab Research Scientists (Nature Neuroscience · PNAS · JCI authors)Condensed-Matter & Quantum-Information PhysicistsLattice-QCD / Gravitational-Wave PhDsMaterials-Science PhDs (battery · electrolyte)Genomics / Bioinformatics / Protein-Design ResearchersDomain PhDs (Physics · Chem · Bio)Litigators at Top-Tier Law FirmsPatent Attorneys & IP SpecialistsChief & Attending Physicians (tier-1 hospitals; oncology · surgery · internal medicine)CFA / FRM Charterholders
200K+Experts
50+Disciplines
9Tracks
WHO POWERS SOTALAB

A roster built for the frontier.

Every contributor is credential-verified. Hover or tap any block to see who shows up across our nine domain tracks.

01

Math & Reasoning

Olympiad medalists to optimal-transport PhDs

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Who shows upClick to flip back
  • IMO & IOI Medalists
  • Competition-Math Coaches & Olympiad Graders
  • PhD Mathematicians (geometry · dynamical systems · number theory · optimal transport)
  • PhDs with top US postdoc appointments
  • Statistics & OR PhDs
  • SIAM / top-journal Authors
02

Coding & Agentic

Competitive programming to frontier LLM research

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  • Algorithm Researchers from Top Tech Cos
  • CS PhDs in NLP / LLM / Interpretability (ICLR · TMLR · COLM authors)
  • ACM-ICPC Medalists
  • Principal Architects & Staff Engineers
  • AI-Infra / GPU / Systems Engineers
  • Security Researchers (Red-Team · CTF · CVE finders)
View sample data
03

AI for Science

Lab-grade scientists across physics, bio and materials

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  • Academy & National-Lab Research Scientists (Nature Neuroscience · PNAS · JCI authors)
  • Condensed-Matter & Quantum-Information Physicists
  • Lattice-QCD / Gravitational-Wave PhDs
  • Materials-Science PhDs (battery · electrolyte)
  • Genomics / Bioinformatics / Protein-Design Researchers
  • Domain PhDs (Physics · Chem · Bio)
04

Specialized Professions

Law, medicine and finance, at the top of the field

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  • Litigators at Top-Tier Law Firms
  • Patent Attorneys & IP Specialists
  • Chief & Attending Physicians (tier-1 hospitals; oncology · surgery · internal medicine)
  • CFA / FRM Charterholders
  • WorldQuant Quant Researchers
  • Investment-Bank & PE Analysts
  • CPAs & Tax Advisors
  • Think-Tank / Policy Economists
Unique to SoTALab
05

Engineering / CAD

Chief engineers and licensed specialists

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  • Chief Engineers (large enterprises / manufacturing)
  • Licensed Structural & Civil Engineers (Class-1)
  • Mechanical / CAD / Mold Engineers
  • Chip-Design / FPGA / IC-Verification Engineers
  • Semiconductor Process Engineers
  • Aerospace Flight-Test Engineers
  • Industrial-Automation / PLC Engineers
06

Multilingual / Translation

80+ languages, conference-grade

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  • Senior Conference Interpreters
  • Professional Translators (French · Japanese · Spanish · Korean · Russian …)
  • DALF C2 / JLPT N1 certified
  • Senior Translation Editors
07

Humanities & Social Sciences

Archaeology to philosophy, rigorously credentialed

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  • Archaeologists (isotope & ancient-DNA analysis)
  • Historians
  • Philosophy & Logic Scholars
  • Psychology Researchers (SSCI-published)
  • Museum Researchers
08

Creative / Voice / Audio

Award-winning authors, directors and producers

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  • Professionally Published & Award-winning Authors
  • Screenwriters & Film Directors (festival-selected)
  • Professional Voice Actors
  • Conservatory-trained Music Producers
09

General Office

Agentic workflows, run by real operators

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  • Senior HR & Recruiting Experts
  • Cross-Border E-Commerce Operators
  • Management Consultants
  • Education Researchers

Put this workforce behind your models.

Tell us what you're training. We'll assemble the expert data and evaluation to match — across every track above, and beyond.