Module pi_constants 

π-based scale factors to avoid power-of-2 resonance

Constants

PHI_APPROX

Golden ratio approximation from π

PI_DIGITS

First 16 digits of π for deterministic seeding

PI_FRAC

Anti-resonance offset derived from π fractional part

PI_SCALE

Scale factor that avoids 2^n boundaries

Functions

anti_resonance

Compute anti-resonance offset for n-bit quantization

jitter

π-based jitter for tie-breaking in rounding