We are sharing a specialised part-time consulting opportunity for PhD-level physicists and advanced researchers with deep expertise in statistical physics, quantum information, or condensed matter theory to contribute to a research-driven AI training and numerical benchmarking project.
Selected professionals will analyse complex theoretical physics problems, develop or critique technically rigorous solutions, and contribute advanced numerical and conceptual expertise across topics including disordered spin systems, duality methods, topological quantum codes, and critical phenomena. The work is fully remote, globally accessible, and designed for experts able to contribute at a high technical level. No prior experience in AI is required.
Key Responsibilities
Statistical Physics & Theoretical Analysis
Analyse advanced problems involving replicated random-bond Ising and Ashkin-Teller models
Apply expert knowledge to problems involving the Nishimori line and toric-code threshold phenomena
Develop technically rigorous explanations and solutions grounded in established theoretical methods
Evaluate subtle assumptions, derivations, and physical interpretations within complex model systems
Contribute expert judgement on challenging research-level physics problems
Duality, Disorder & Domain-Wall Methods
Solve and critique problems involving Kramers-Wannier duality
Apply quenched disorder averaging methods in appropriate theoretical settings
Work with square-lattice self-duality and related analytical frameworks
Analyse domain-wall free energy and its role in phase-transition or critical-behaviour studies
Identify conceptual or mathematical errors in proposed solutions and explain appropriate corrections
Numerical Modelling & 4-State Potts Systems
Contribute advanced numerical work involving 4-state Potts model simulations
Interpret numerical results and assess consistency with theoretical expectations
Review computational approaches for correctness, stability, and scientific validity
Analyse finite-size, boundary-condition, or scaling effects where relevant
Provide clear explanations of numerical findings and their physical significance
Topological Features & Expert Review
Analyse noncontractible loop defects and related topological structures
Contribute expertise involving topological quantum codes, particularly the toric code
Identify and resolve technically complex issues involving topology, disorder, and critical behaviour
Participate as a Solver, Auditor, or Adjudicator depending on project needs and individual expertise
Provide rigorous technical review and adjudication of advanced physics work
Ideal Profile
PhD or equivalent advanced research experience in physics
Specialisation in statistical physics, quantum information, condensed matter theory, or a closely related field
Direct experience applying Kramers-Wannier duality in research or advanced technical work
Strong familiarity with quenched disorder averaging and square-lattice self-duality
Demonstrated experience analysing domain-wall free energy
Proficiency with numerical simulations involving the 4-state Potts model
Familiarity with topological quantum codes, particularly toric-code threshold phenomena
Strong ability to reason through advanced theoretical and numerical problems independently
Excellent written technical communication skills
Ability to critique complex derivations, simulations, and scientific arguments with precision
No prior experience in AI training or model evaluation is required
Engagement Details
Part-time independent contractor engagement
Fully remote and open to candidates worldwide
Compensation: $100–$200/hour
Expected commitment: approximately 5–10+ hours per week
Schedule is fully flexible and can accommodate evenings or weekends where needed
Work may involve Solver, Auditor, or Adjudicator assignments depending on expertise and project requirements
Projects will focus on advanced theoretical physics, numerical benchmarking, and technical evaluation
Workload and assignment structure may vary based on project needs and specialist background
Work must be completed without using confidential or proprietary information belonging to any employer, client, institution, research group, or other third party
About the Platform
This opportunity is available through 24-MAG LLC. We connect experienced professionals with remote consulting opportunities across technical, evaluation, and project-based workstreams.
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