Enhance README with detailed project description

Expanded the README to provide a detailed explanation of the kernel-driven dynamics experiment and its behavior.

Author: xcontcom

README.md

@@ -1,7 +1,20 @@
-# kernel-interference-explorer
-An interactive experiment exploring the boundary between **interference** and **fractal** patterns in an iterative convolution system.
+# Kernel Interference Explorer
 
+This is an interactive experiment in **kernel-driven dynamics**.
 
+The system is simple: an iterative 2D convolution with a symmetric 3×3 kernel.
+What is not simple is what happens when you start *moving* through kernel space.
+
+Some kernels produce interference-like wave fields.  
+Other kernels converge into rigid, fractal-like structures.  
+Between them is a continuous space of unstable, hybrid, liminal behavior.
+
+You don’t switch modes.
+You **slide** between them.
+
+At certain regions of parameter space, the system behaves less like a simulation
+and more like a physical medium: small changes in local interaction weights
+cause global qualitative phase shifts.
 
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