TWO-CLOCK VISUALIZER · with AI auto-calibrator

ODE:  dA/dt = dC̄/dt − λ_n · δ / (ε_n² + δ²)  ·  AI: 5-state × 5-action Q-learning
● PROGRAM START  — · — · —  →  anchors the absolute clock
SYSTEM CLOCK · perf_counter
--:--:--.---
elapsed 0.000 s cores
ABSOLUTE CLOCK · start + A
--:--:--.---
A 0.000 s samples 0 |sys−abs| 0.0 ms
AI AUTOMATON · ClockwiseAI · Q-learning(α=0.20, γ=0.85, ε-greedy=0.15)
CALM
DRIFT
NOISY
CRITICAL
CONVERGED
init · watching…
λ 0.400 ε 1.000e−3 action# 2 changes 0

Simulated thread biases · AI will adapt λ and ε in response

thread-1 bias+0 ms
thread-2 bias+0 ms
noise (jitter)±2 ms
drift injection 0 ms/s
δ between threads · A−wall drift · AI-emitted λ · instantaneous correction
δ = C₁ − C₂ (ms) |A − wall| (ms) λ (AI-emitted gain) correction ×10 (residue per step)