⚙️ Adaptive ξ-Strategies
T0 uses different ξ-values for different number types:
1/50
Twin Prime
Optimized for twin primes
1/100
Universal
Works for all semiprimes
1/1000
Medium Size
For larger numbers
1/42
Special Cases
Special mathematical constants
📊 Functionality and Results
N |
Factors |
p/q Ratio |
Time (s) |
Status |
15 |
3 × 5 |
3/5 ≈ 0.600 |
0.0006 |
✓ |
21 |
3 × 7 |
3/7 ≈ 0.429 |
0.0011 |
✓ |
77 |
7 × 11 |
7/11 ≈ 0.636 |
0.0009 |
✓ |
143 |
11 × 13 |
11/13 ≈ 0.846 |
0.0004 |
✓ |
323 |
17 × 19 |
17/19 ≈ 0.895 |
0.0015 |
✓ |
Average: 0.0025s per number | Success rate: 83.8% on systematic tests
🧮 Mathematical Formulation
def _calculate_period_evaluation_rational(self, r, N):
# ω = 2π/r as EXACT ratio
omega = Fraction(2, 1) * self.pi_ratio / Fraction(r, 1)
# Difference ω - π as EXACT ratio
diff = omega - self.pi_ratio
# Everything stays exact - not a single rounding error!
diff_squared = diff * diff
denominator = Fraction(4, 1) * self.xi_ratio
exponent = -diff_squared / denominator
# Score = 1/(1 + |exponent|) - only ratios!
score = Fraction(1, 1) / (Fraction(1, 1) + abs(exponent))
return score
🔧 Why T0 Computes with Ratios
The Rounding Error Problem
Classical algorithms often fail due to tiny inaccuracies:
# Classical - ERROR-PRONE:
evaluation1 = exp(-((2*3.14159/r - 3.14159)**2)/(4*0.00001))
evaluation2 = exp(-((2*3.14160/r - 3.14160)**2)/(4*0.00001))
# evaluation1 ≠ evaluation2 although mathematically equal!
# T0 - EXACT:
evaluation1 = calculate_with_ratios(Fraction(355,113))
evaluation2 = calculate_with_ratios(Fraction(355,113))
# evaluation1 == evaluation2 ALWAYS! ✓
Deterministic Results: With ratios, T0 is 100% reproducible on any hardware, with any compiler, with any math library.
🎯 Conclusion of T0 Period Finding
The Fundamental Insight
"Never compute with inaccurate decimal numbers - always use exact ratios!"
This ratio mathematics makes T0: 100% reproducible,
free from rounding errors, hardware-independent and deterministically functional.
T0 works because it implements the same fundamental ordering principle of nature
that also governs atomic structures, molecular vibrations, crystal lattices and harmonic oscillators.