24-MAG

Research Scientist

• Contribute to well-defined research problems involving advanced machine learning methods
• Develop and evaluate original algorithmic approaches grounded in current research
• Analyse experimental results and identify opportunities for improvement
• Apply rigorous scientific reasoning to complex and open-ended technical questions
• Design experiments testing novel learning strategies, architectures, or optimisation methods
• Develop reproducible research workflows and document experimental assumptions
• Evaluate competing approaches using appropriate metrics and statistical methodology
• Diagnose unexpected behaviour, methodological weaknesses, and performance limitations
• Review technical outputs for methodological soundness, originality, and research quality
• Assess whether claims are supported by experiments and appropriate baselines
• Identify gaps in reasoning, evaluation design, and interpretation of results
• Provide precise written feedback and recommendations for further investigation
• Collaborate asynchronously with senior researchers and technical stakeholders
• Communicate findings, limitations, and research decisions clearly
• Support fast project execution while maintaining high scientific standards

PhD Machine Learning Research Scientist

AI Engineer

• Review written content and AI-generated responses for technical accuracy, relevance, and professional quality
• Assess architectural concepts, recommendations, and conclusions against real-world practice
• Identify factual errors, unsupported assumptions, and missing design considerations across residential, commercial, institutional, and related project types
• Answer architecture questions with clear, well-reasoned explanations
• Apply professional judgment to design, documentation, code, and project-delivery scenarios
• Assess practical constraints, stakeholder needs, and applicable standards
• Provide corrections and supporting rationale
• Review building codes and architectural standards, including the International Building Code
• Identify reliable reference materials and assess whether cited guidance is appropriate
• Highlight jurisdictional, technical, or procedural considerations
• Share insight into Revit, AutoCAD, BIM platforms, and related design tools
• Evaluate architectural documentation, coordination, modelling, and project workflows
• Explain professional practices across design development and construction documentation
• Collaborate asynchronously with a small group of subject-matter experts

Licensed Architect, AI Evaluation Specialist

Civil Engineer

• Review written content and AI-generated responses for technical accuracy, relevance, and professional quality
• Assess engineering analyses, recommendations, and conclusions against sound civil engineering practice
• Identify calculation errors, unsupported assumptions, omitted constraints, and technical inconsistencies
• Answer civil engineering questions with clear, well-reasoned technical explanations
• Apply professional judgment to design, analysis, documentation, and project-delivery scenarios
• Assess safety, constructability, site conditions, and applicable standards
• Provide corrections and supporting rationale
• Review application of ASCE, IBC, and AASHTO codes and standards
• Identify reliable reference materials and assess cited methods and requirements
• Highlight jurisdictional, technical, and procedural considerations
• Share practical insight into civil engineering workflows, documentation, and quality-control processes
• Evaluate content involving AutoCAD Civil 3D, STAAD, Revit, or comparable tools
• Review technical specifications, design reports, calculations, and project materials
• Collaborate asynchronously with a small group of subject-matter experts across different fields
• Contribute civil engineering expertise to an AI research initiative
• Participate in content evaluation, technical question answering, reference review, and structured feedback

Licensed Civil Engineer, AI Evaluation Specialist

• Review written content and AI-generated responses for technical accuracy, relevance, and professional quality
• Assess calculations, analyses, recommendations, and conclusions for sound chemical engineering practice
• Identify incorrect assumptions, process-design errors, safety concerns, and technical inconsistencies
• Answer chemical engineering questions with clear, well-reasoned technical explanations
• Apply professional judgment to process design, plant operations, process safety, and engineering documentation
• Assess operating conditions, material properties, equipment limitations, and safety requirements
• Provide corrections and supporting rationale
• Review the application of process-safety standards and industry guidance, including OSHA PSM and relevant API standards
• Identify reliable technical references and assess whether cited methods, standards, and assumptions suit the process context
• Highlight safety, regulatory, operational, and procedural considerations
• Share insight into practical chemical engineering workflows, tools, and quality-control processes
• Evaluate content involving Aspen, MATLAB, process simulators, or comparable engineering software
• Review process documentation, standard operating procedures, calculations, and technical training materials
• Collaborate asynchronously with a small group of subject-matter experts across different fields

Licensed Chemical Engineer, AI Evaluation Specialist

Mechanical Engineer

• Review written content and AI-generated responses for technical accuracy, relevance, and professional quality
• Assess calculations, analyses, recommendations, and conclusions against sound mechanical engineering practice
• Identify incorrect assumptions, design errors, omitted constraints, and technical inconsistencies
• Answer mechanical engineering questions with clear, well-reasoned technical explanations
• Apply professional judgment to thermodynamics, HVAC, mechanical design, structural analysis, and manufacturing scenarios
• Provide corrections and supporting rationale where content requires improvement
• Review the application of engineering codes and standards, including ASME guidance
• Identify reliable technical references and assess whether cited methods, equations, and assumptions fit the relevant context
• Highlight safety, regulatory, technical, and procedural considerations
• Share insight into mechanical engineering workflows, documentation, and quality-control processes
• Evaluate content involving SolidWorks, ANSYS, AutoCAD, or comparable engineering tools
• Review technical specifications, calculations, drawings, design reports, and training materials
• Collaborate asynchronously with a small group of subject-matter experts across different fields

Licensed Mechanical Engineer – AI Evaluation Specialist

Electrical Engineer

• Review written content and AI-generated responses for technical accuracy, relevance, and professional quality
• Assess calculations, analyses, recommendations, and conclusions against sound electrical engineering practice
• Identify incorrect assumptions, circuit-design errors, omitted constraints, and technical inconsistencies
• Answer electrical engineering questions with clear, well-reasoned technical explanations
• Apply professional judgment to power systems, control systems, electronics, and signal-processing scenarios
• Evaluate electrical loads, system behaviour, component limitations, operating conditions, and safety requirements
• Provide corrections and supporting rationale
• Review the application of relevant electrical codes and standards, including NEC and IEEE guidance
• Identify reliable technical references and assess the suitability of cited methods, equations, and assumptions
• Highlight safety, regulatory, technical, and procedural considerations
• Share insight into practical electrical engineering workflows, documentation, and quality-control processes
• Evaluate content involving MATLAB, AutoCAD Electrical, SPICE, or comparable engineering tools
• Review technical specifications, calculations, schematics, design reports, and training materials
• Collaborate asynchronously with a small group of subject-matter experts across different fields
• Contribute to an AI research initiative focused on improving how advanced systems understand and reason about electrical engineering topics

Licensed Electrical Engineer, AI Evaluation Specialist

Artificial Intelligence

• Review written content and AI-generated responses for clinical accuracy, relevance, and professional quality
• Assess medical explanations, recommendations, and conclusions for sound clinical reasoning
• Identify factual errors, unsupported assumptions, omitted considerations, and potentially misleading guidance
• Answer healthcare questions using clear, well-reasoned clinical explanations
• Evaluate diagnostic, treatment, patient-management, and care-delivery scenarios
• Assess patient context, risk factors, contraindications, and clinical uncertainty in responses
• Provide corrections and supporting rationale where content requires improvement
• Review medical literature, clinical guidelines, and professional reference materials
• Identify reliable sources and assess whether cited evidence is current, applicable, and appropriately interpreted
• Highlight limitations, conflicting evidence, and contextual factors affecting clinical conclusions
• Share insight into clinical documentation, decision-making, patient care, tools, workflows, standards, and professional communication
• Explain how medical information is applied across real-world clinical settings
• Collaborate asynchronously with a small group of subject-matter experts across different fields

Licensed Physician, Healthcare AI Evaluation Specialist

Research Analyst

• Review written content and AI-generated responses for legal accuracy, relevance, and professional quality
• Assess legal analyses, explanations, and conclusions for sound professional reasoning
• Identify factual errors, unsupported conclusions, omitted issues, and misleading interpretations
• Answer legal questions using clear, well-reasoned explanations grounded in relevant authority
• Apply professional judgment across contracts, litigation, regulation, compliance, corporate law, intellectual property, and related fields
• Assess distinctions among statutes, regulations, case law, and secondary authority
• Provide corrections and supporting rationale
• Identify reliable legal sources and review case law databases, statutes, regulations, treatises, and professional reference materials
• Assess whether cited authorities are relevant, current, and appropriately applied
• Highlight jurisdictional limitations, conflicting authority, and contextual considerations
• Share insight into legal research, written analyses, and legal-work management
• Evaluate memoranda, briefs, contracts, compliance materials, and related documentation
• Explain practical legal standards, research methods, and professional decision-making processes
• Collaborate asynchronously with a small group of subject-matter experts across different fields

Legal Research & AI Evaluation Specialist

Physician

• Complete a one-time online survey or interview about day-to-day emergency medicine practice
• Provide accurate information about emergency medicine responsibilities and decisions
• Describe clinical, operational, patient-management, triage, evaluation, stabilisation, and disposition tasks
• Explain responses to time-sensitive and high-risk presentations
• Describe professional judgment involved in preventing death or further disability
• Provide perspective on directing and coordinating emergency department staff
• Review emergency medicine responsibility descriptions for accuracy and completeness
• Distinguish emergency medicine physician work from adjacent healthcare occupations
• Identify missing, outdated, or unclear task descriptions
• Participate in optional follow-up surveys, tasks, or short interviews when invited