₹
₹
₹
₹
₹
₹
J(θ)⁻¹ · F(x) = 0

det(K) ≠ 0
σ = Eε

∂f / ∂x
⚙
VC4E
Vibe Coding for Engineers
Simulations currently under active development
Engineering intuition • simulations • systems thinking • ₹

Teaching engineers
to think with simulations

vibe coding for engineers
Most engineering students study dozens of mathematical topics. In real engineering systems, however, a surprisingly small set of ideas appears again and again.
⚙
Engineering Intuition
Build physical intuition for nonlinear systems, material failure, convergence, optimization, instability and flow.
∂
Interactive Simulations
Learn by dragging sliders, breaking systems, and watching equations become behaviour.
₹
Indian Engineering Context
Built with the realities of Indian engineering education, resourcefulness and practical systems thinking in mind.
21 Concepts at a Glance
Live Draft Planned
Chapter 3A 3B 3C
1
Newton-Raphson Robot Kinematics
draft
Open Simulation →
Open Infobox →
[ planned ] Jacobian Singularity Explorer
planned
[ planned ] Redundant Manipulator IK
planned
2
Tensile Bar Plastic Deformation
live
Open Simulation →
Plate with Hole Plastic Zone
live
Open Simulation →
Three Point Bending Plastic Hinge
live
Open Simulation →
3
Grid Impedance & Reactance
draft
Open Simulation →
[ planned ] Nonlinear Stability Basin
planned
[ planned ] Constraint Violation Simulator
planned
4
[ planned ] Aliasing Explorer
planned
[ planned ] Windowing & Leakage
planned
[ planned ] FFT Reconstruction
planned
5
[ planned ] Braess Paradox Traffic Flow
planned
[ planned ] Steiner Tree Routing
planned
[ planned ] Max Flow / Min Cut
planned
6
[ planned ] Sample Size & Confidence
planned
[ planned ] Importance Sampling
planned
[ planned ] Correlation Structures
planned
7
[ planned ] Mesh Convergence Explorer
planned
[ planned ] Nonlinear Material Behaviour
planned
[ planned ] Boundary Conditions Sandbox
planned
8
[ planned ] Critical Path / Gantt
planned
[ planned ] Bullwhip Effect
planned
[ planned ] Maintenance Scheduling
planned
9
[ planned ] Fluid Boundary Layers
planned
[ planned ] Turbulence Transition
planned
[ planned ] Navier-Stokes Playground
planned
10
[ planned ] Control Loop Tuning
planned
[ planned ] Kalman Filter Intuition
planned
[ planned ] State Space Explorer
planned