Job title: STEM Subject Expert Model-Defeating Content for AI Training (Physics / Chemistry / Biology / Mathematics / Advanced STEM)

Location: Remote, India

Type: Contract, part time or full time. Minimum 15 hours per week.Experience range: Any

About the roleWe create model-defeating content for AI models built by leading US AI labs. Model-defeating content means original, hard questions that today's best AI models answer incorrectly. Those are the questions that teach a model something new, so each question is valuable only if the AI fails it. Your job is to write such questions in your subject, with complete step-by-step solutions, and to grade the AI's attempts. Think of it as setting an exam for a very strong student and finding the questions that catch them out. This is expert work, not data entry.
What you will do
Write original, challenging questions in your subject at doctorate or postgraduate level, designed to expose gaps in AI reasoning: multi-step problems, subtle traps, edge cases and precise numerical answers.
Test each question against the specified AI models. Only questions the models fail are accepted.




Write full worked solutions with numbered steps and final answers in LaTeX.
Grade AI-generated answers on accuracy, completeness and structure, and explain where and why they fail.
Meet weekly quality and volume targets.
Subjects Expertise: Any one or more of them - Physics, Chemistry, Biology, Mathematics, and other advanced STEM subjects such as Statistics, Computer Science, Electrical and Mechanical Engineering, and Biochemistry.

Who we are looking for
Master's or PhD in a STEM subject from IIT, IISc, NIT, AIIMS, a central university or another Tier 1 or Tier 2 institute. Final-year PhD scholars are welcome.
Proven problem-setting ability: teaching, research, olympiad or competitive-exam coaching, or question-paper setting.
Fluent in LaTeX and academic English.
Solid reasoning and attention to detail. Correct units, signs and significant figures matter.
Able to produce original work. All submissions are checked for plagiarism and AI use.

Selection process:
Resume screen.
One sample model-defeating question with solution in your subject, submitted in LaTeX.
A 20-minute call.

📌 Stem Subject Expert Model Defeating Content For Ai Training Noida (India)
🏢 AutomationFactory.AI
📍 India