Simulate Everything

Deep scholarly analysis meets futuristic simulation. Explore complex systems through elegant, interactive models.

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Simulations

Flip each card to reveal the scholarly analysis behind the simulation.

Orbital Mechanics

N-body gravitational simulation with real-time trajectory computation.

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Scholarly Analysis

Orbital Mechanics

This simulation implements a symplectic integrator for Hamiltonian systems, preserving the geometric structure of phase space. Unlike naive Euler methods, this approach maintains energy conservation over astronomical timescales.

PhysicsDynamics
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Neural Networks

Visualize backpropagation and gradient descent in real-time.

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Scholarly Analysis

Neural Networks

Gradient-based optimization navigates high-dimensional loss landscapes through careful step selection. This simulation reveals how learning rate schedules and momentum terms create fundamentally different convergence behaviors.

MLOptimization
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Cellular Automata

Emergent complexity from simple rule systems, visualized step by step.

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Scholarly Analysis

Cellular Automata

From Conway's Game of Life to Wolfram's Rule 110, cellular automata demonstrate computational universality from remarkably simple local rules. This simulation traces the line from Turing machines to self-replicating structures.

ComplexityEmergence
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Quantum States

Superposition and entanglement rendered as interactive probability fields.

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Scholarly Analysis

Quantum States

Quantum mechanics defies classical intuition: particles exist in superpositions until measured, and entangled pairs exhibit correlations violating Bell inequalities. This simulation makes abstract state vectors tangible through Bloch sphere visualization.

QuantumPhysics
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Fluid Dynamics

Navier-Stokes equations brought to life through particle-based methods.

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Scholarly Analysis

Fluid Dynamics

The Navier-Stokes existence and smoothness problem remains a Clay Millennium Prize challenge. This simulation uses SPH to approximate solutions, revealing turbulence cascades that connect engineering practice to deep open questions in mathematics.

FluidsPDEs
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Network Theory

Graph dynamics, scale-free networks, and information propagation.

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Scholarly Analysis

Network Theory

Preferential attachment generates scale-free networks whose degree distributions follow power laws. This simulation models epidemic spreading, opinion dynamics, and cascade failures demonstrating how topology governs dynamics in complex systems.

GraphsComplexity
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Beyond the Surface

SimIdiot bridges the gap between casual curiosity and deep understanding. Every simulation is paired with rigorous scholarly analysis presented with the elegance of a well-designed interface.

Our approach: start with the visual intuition, then reveal the mathematical machinery underneath. Flip any card to discover the theoretical foundations that make each simulation not just beautiful, but correct.

24+ Simulations
120+ Papers Referenced
Curiosity

Explore Further

Dive into specific domains of simulation science. Each category offers a curated collection of interactive models with accompanying scholarly analysis.