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1000+ Example Prompts

You know the physics. You know the math. You just don't want to learn SymPy, NumPy, or PyTorch APIs.

Browse natural language prompts organized by discipline. Just describe what you want—the system handles the implementation.

Available Collections

DomainTopicsExamples
PhysicsMechanics, E&M, Quantum, Relativity, Fluids, Astrophysics~130
ChemistryQuantum Chem, MD, Kinetics, Spectroscopy, Biochemistry~100
MathematicsCalculus, Linear Algebra, PDEs, Number Theory, Optimization~130
Machine LearningTransformers, Vision, Generative Models, RL, GNNs~130
EngineeringStructural, Electrical, Control Systems, Robotics~120
BiologySystems Bio, Genomics, Neuroscience, Epidemiology~120
FinanceOptions, Portfolio, Risk, Algo Trading, Econometrics~130
Data ScienceStatistics, Clustering, NLP, A/B Testing, Causal Inference~130

How to Use

  1. Find your domain in the table above
  2. Browse examples for prompts similar to your task
  3. Copy and modify for your specific needs
  4. The AI handles all implementation details

Example Workflow

You want to: Simulate quantum tunneling

You find in Physics → Quantum Mechanics:

Simulate quantum tunneling through a rectangular barrier - what's the transmission probability?

You ask exactly that. The system:

  • Creates the potential barrier
  • Initializes a Gaussian wavepacket
  • Runs the Schrödinger equation solver
  • Computes transmission/reflection coefficients
  • Visualizes the probability density evolution

No need to know about numpy.fft, split-step Fourier methods, or CuPy GPU arrays.