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Create challenging design problems across 3D assemblies, tolerances, and manufacturing.

Bring clinical judgment to medical case design, diagnostic reasoning, and AI evaluation.

Evaluate architectural reasoning across plans, building systems, codes, and spatial design.

Develop rigorous evaluations for model reasoning, learning methods, and research quality.

Assess financial models, business performance, and investment analysis with expert context.

Evaluate complex contracts, transactions, and commercial reasoning to improve legal AI.

Challenge AI on control theory, robotic systems, and real-world engineering tradeoffs.

Build expert evaluations of aerodynamics, flight systems, and aerospace design.

Review engineering calculations, drawings, and infrastructure design decisions.

Review technical reasoning in medical devices, biomechanics, and biological systems.

Assess industrial processes, hazard analysis, and technically sound safety decisions.

Evaluate power, renewable energy, and complex energy-system modeling scenarios.

Test technical reasoning across circuits, electronics, board design, and power systems.

Assess computational biology, genomic analyses, and reproducible research workflows.

Review complex reasoning about neural systems, cognition, and experimental evidence.

Evaluate biological mechanisms, experimental design, and molecular research findings.

Evaluate plant science, ecological systems, and specialist biological research.

Review food-science evidence, nutrition research, and technical product-development cases.

Develop advanced physics problems and evaluate the rigor of model-generated solutions.

Review materials properties, characterization, and research-driven design decisions.

Assess toxicological evidence and complex chemical reasoning in forensic scenarios.

Review atmospheric science, climate models, and interpretation of environmental data.

Evaluate chemical analysis, instrumentation, and interpretation of laboratory evidence.

Evaluate geological evidence, GIS analyses, and technical geospatial reasoning.

Develop specialist assessments of oral health, dental cases, and clinical explanations.

Assess behavioral-health cases and the quality of clinical reasoning in AI responses.

Evaluate medication reasoning, pharmacology, and evidence-based drug information.

Review animal-health reasoning and create expert veterinary case evaluations.

Evaluate pharmaceutical evidence, clinical publications, and drug-safety assessments.

Apply advanced nursing expertise to clinical review and care-management scenarios.

Evaluate population-health evidence, epidemiological studies, and research interpretation.

Assess parametric models, generative workflows, and technically complex spatial design.

Review research methods, human-computer interaction, and evidence behind design decisions.

Assess visual storytelling, imaging techniques, and advanced production workflows.

Evaluate product concepts, manufacturability, and professional design decisions.

Evaluate music theory, composition, and scholarly reasoning across the performing arts.

Design evaluations for visual reasoning, image understanding, and perception systems.

Create and assess demanding software problems across architecture, debugging, and code quality.

Test analytical reasoning through realistic datasets, models, and statistical decisions.

Evaluate security analysis, system hardening, and defensible threat-modeling decisions.

Review advanced game-development workflows, simulation logic, and real-time systems.

Author demanding mathematical problems and examine proofs for correctness and depth.

Test optimization, decision science, and rigorous solutions to complex planning problems.

Review clinical-study analyses, statistical methods, and biomedical research conclusions.

Assess statistical inference, experimental design, and the validity of quantitative claims.

Evaluate mathematical finance, risk models, and complex quantitative strategies.

Assess transaction models, company valuations, and deal-structure reasoning.

Test expert reasoning in insurance, loss modeling, and long-term financial risk.

Create rigorous economic scenarios and assess causal arguments, models, and forecasts.

Review advanced accounting, financial reporting, and tax-analysis scenarios.

Evaluate strategic recommendations and solve complex business cases with structured judgment.

Review market-entry decisions, competitive analysis, and long-term business planning.

Evaluate product decisions, research insights, and evidence-based prioritization.

Review strategic analysis, policy research, and expert operational-planning scenarios.

Assess workplace research, organizational behavior, and evidence-based people decisions.

Assess sourcing, logistics, and operational decisions across complex supply networks.

Review research plans, survey quality, and the reasoning behind commercial insights.

Evaluate data protection, technology agreements, and nuanced privacy reasoning.

Review patent, copyright, and trademark scenarios with precise legal analysis.

Build realistic case analyses that test evidence, procedure, and legal argument.

Assess how AI interprets regulatory obligations, governance, and compliance scenarios.

Assess study design, research quality, and the strength of evidence across disciplines.

Review learning-science evidence and create expert assessments of educational reasoning.

Design rigorous learning objectives, assessment rubrics, and domain-specific evaluation tasks.

Review experimental psychology, behavioral evidence, and cognitive research interpretations.

Test philosophical argument, formal logic, and careful reasoning about applied ethics.

Evaluate institutional analysis, public-policy reasoning, and political research methods.

Assess social research, theory, and evidence behind claims about institutions and communities.

Evaluate historical arguments, source interpretation, and the accuracy of scholarly context.

Review close reading, critical interpretation, and reasoning grounded in literary sources.