🔮 Amari Interactive Demos

Explore Geometric Algebra and Dual Numbers through Interactive Visualizations

🌀 3D Rotations with Rotors

Interactive exploration of how geometric algebra rotors provide singularity-free 3D rotations without gimbal lock.

R = cos(θ/2) - sin(θ/2)(n⃗ · B)
  • Real-time rotor manipulation
  • Gimbal lock comparison
  • Smooth interpolation (SLERP)
  • Euler angle equivalence

⚡ Electromagnetic Field Visualization

See how electric and magnetic fields unite into a single multivector in geometric algebra, demonstrating Maxwell's equations elegantly.

F = E + I·B, ∇F = J
  • Unified field representation
  • Lorentz transformations
  • Wave propagation
  • Field line visualization

🧮 Automatic Differentiation

Experience exact gradient computation using dual numbers, comparing with finite differences to see the precision advantage.

f(a + bε) = f(a) + bf'(a)ε
  • Real-time function graphing
  • Exact vs. numerical derivatives
  • Error analysis visualization
  • Neural network gradients

⚛️ Quantum Spin with GA

Visualize quantum spin states and measurements using geometric algebra, making the abstract concrete through Bloch sphere representations.

|ψ⟩ = α|↑⟩ + β|↓⟩, σ = e₁₂
  • Bloch sphere visualization
  • Spin measurement simulation
  • Pauli matrices as bivectors
  • Quantum evolution

📈 Verified Optimization

Watch optimization algorithms converge with mathematical guarantees, using exact gradients from dual number automatic differentiation.

x_{n+1} = x_n - α∇f(x_n)
  • Multiple optimization functions
  • Gradient descent visualization
  • Convergence verification
  • Exact vs. approximate gradients

🌊 Fluid Vorticity Visualization

Explore fluid dynamics where vorticity becomes a natural bivector quantity, making circulation and helicity intuitive geometric concepts.

ω = ∇ ∧ v, Γ = ∮ v·dl
  • Vortex ring simulation
  • Circulation visualization
  • Magnus effect demonstration
  • Flow field interactions