Example 04 — Sandbox Simulation Notes

This document provides guidance for sandbox experimentation.

Purpose#

Sandbox simulations allow:

• exploration of failure modes
• testing of boundary conditions
• observation of resonance behavior

Recommendations#

• Start with minimal dimensionality.
• Introduce regime changes deliberately.
• Observe coherence degradation patterns.
• Avoid embedding decision logic in the core.

Caution#

Sandbox results are illustrative. They do not constitute validation outside the tested context.