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Design rigorous, deterministic architectural engineering problems to test and improve the reasoning capabilities of frontier AI models. Document complete, verified solutions and ensure all outputs are technically precise and reproducible.
Help shape the future of AI by designing challenging architectural engineering problems that test and improve reasoning in cutting-edge models.
Location: Remote
Type: Contract / Part-time
Commitment: 20 hours per week
Compensation: Up to 40 USD / hr
Project duration: 2 months, with potential extension
Availability: Immediate start
We create high-quality STEM training data for frontier AI models. Our data is used directly in training and evaluation pipelines at leading AI labs to improve model reasoning in technical domains.
We are looking for experts in Architectural Engineering to design rigorous, deterministic problems that are genuinely challenging for state-of-the-art AI systems. Each problem must have exactly one verifiable correct answer and be submitted together with a complete, verified solution.
Design advanced architectural engineering problems for frontier AI training and evaluation
Create deterministic problems with exactly one correct answer
Write complete, verified solutions and clearly document the reasoning process
Develop problems involving building systems, structural design, HVAC, lighting, acoustics, energy performance, or building physics
Create scenarios requiring integration across architectural and engineering constraints
Where relevant, use computational modeling, BIM, energy simulation, or engineering tools to validate solutions
Ensure all outputs are technically precise, reproducible, and well-written in English
Master’s or PhD in Architectural Engineering, Building Engineering, or a closely related field
Strong research or industry experience involving building systems, structural systems, energy performance, or building design
Strong quantitative and technical problem-solving skills
Solid understanding of building physics and integrated building systems
Ability to design original, difficult problems that mirror real architectural engineering workflows
Excellent attention to detail and technical writing skills in English
Experience with Revit, AutoCAD, EnergyPlus, Rhino/Grasshopper, IES VE, OpenStudio, MATLAB, Python, or similar tools
Background in sustainable building design, energy modeling, structural analysis, or computational design
Experience with BIM workflows, engineering standards, technical assessment design, or model evaluation
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