Encyclopedia Foundation Foundation Growth Bounds Phi Exp Defeats Cubic

ARTICLE 3 claims 3 theorems

Foundation Growth Bounds Phi Exp Defeats Cubic

Exponential growth always outruns polynomial growth. A machine-checked proof shows the golden ratio's powers eventually beat any cubic, a fact the Recognition Science framework uses to bound its growth model.

Exponential growth

Exponential growth eventually defeats polynomial growth. No matter how large the constant multiplying a cubic term, an exponential function with a base greater than one will always surpass it. This is a standard result in real analysis: for any base a > 1 and any constant C, there is some point N where a^N exceeds C times N cubed. The proof typically uses Bernoulli's inequality, which states that for a ≥ 1, a^n ≥ 1 + n(a-1).

The golden ratio φ, approximately 1.618, is one such base. Its powers grow without bound. The formal statement, proved in the machine-checked library of formal theorems, is that for any positive constant C, there exists a natural number N such that φ^N > C·N³. The proof constructs a specific witness: choose N = 4(k+1) where k+1 is large enough, then φ^(4(k+1)) ≥ ((k+1)/2)^4 = (k+1)^4/16, which exceeds C·(4(k+1))³ = 64C(k+1)³ when k+1 > 1024C. The theorem is tagged as proved with zero unresolved axioms.

A related theorem handles a shifted version, showing φ^N > C·(N+1)³ for any positive C. This variant is needed for a density bound. The framework models a ledger, a discrete record of events, whose size grows like K₀·φ^N while the enclosing volume grows like V₀·(N+1)³. The density, the ratio of these two quantities, therefore tends to infinity as N grows. The formal statement says that for any positive constants K₀, V₀, and any positive threshold, there exists an N such that K₀·φ^N / (V₀·(N+1)³) exceeds the threshold.

The theorem does not claim that φ is the only base with this property; any base greater than one works. It does not claim that the cubic is the only polynomial defeated; the argument generalizes to any fixed degree. It also does not claim that the density bound applies to any specific physical system; it is a pure mathematical result about the growth rates of two sequences. The framework uses this result as a component in its broader account, but the theorem itself is a statement about real numbers and natural numbers, not about physics.

THEOREM exponential_exceeds_bound · IndisputableMonolith/Foundation/GrowthBounds.lean
exponential_exceeds_bound · IndisputableMonolith/Foundation/GrowthBounds.lean:37
/-- For a > 1 and any M, there exists N such that a^N > M. -/
theorem exponential_exceeds_bound (a : ℝ) (ha : 1 < a) (M : ℝ) :
    ∃ N : ℕ, a ^ N > M := by
  have ha_sub : 0 < a - 1 := by linarith
  obtain ⟨N, hN⟩ := exists_nat_gt ((M - 1) / (a - 1))
  refine ⟨N, ?_⟩
  have hge := exp_ge_linear a (le_of_lt ha) N
  have hN_bound : (N : ℝ) * (a - 1) > M - 1 := by
    have := (div_lt_iff₀ ha_sub).mp hN
    linarith
  linarith
THEOREM phi_exp_defeats_cubic · IndisputableMonolith/Foundation/GrowthBounds.lean
/-- **φ-EXPONENTIAL DEFEATS CUBIC** (zero sorry)

    For any C > 0, ∃ N such that φ^N > C · N³.
    Witness: N = 4*(k+1) where k+1 > 1024*C.
    Proof: φ^(4*(k+1)) ≥ ((k+1)/2)^4 = (k+1)^4/16 > C*(4*(k+1))^3 = 64C*(k+1)^3
           when (k+1) > 1024C. -/
theorem phi_exp_defeats_cubic (C : ℝ) (_hC : 0 < C) :
    ∃ N : ℕ, phi ^ N > C * (N : ℝ) ^ 3 := by
  obtain ⟨k, hk⟩ := exists_nat_gt (1024 * C)
  refine ⟨4 * (k + 1), ?_⟩
  have hk1 : (0 : ℝ) < (k : ℝ) + 1 := by exact_mod_cast Nat.succ_pos k
  have hk1_gt : (k : ℝ) + 1 > 1024 * C := by
    have h := hk; push_cast at h ⊢; linarith
  have hlow : phi ^ (4 * (k + 1)) ≥ (((k : ℝ) + 1) / 2) ^ 4 := by
    have := phi_four_power_lower (k + 1)
    push_cast at this ⊢
    linarith
  have hM3_pos : (0 : ℝ) < ((k : ℝ) + 1) ^ 3 := pow_pos hk1 3
  have hgoal : (((k : ℝ) + 1) / 2) ^ 4 > C * (↑(4 * (k + 1)) : ℝ) ^ 3 := by
    push_cast
    nlinarith [mul_pos (show (k : ℝ) + 1 - 1024 * C > 0 by linarith) hM3_pos]
  linarith
THEOREM density_exceeds_threshold · IndisputableMonolith/Foundation/GrowthBounds.lean
density_exceeds_threshold · IndisputableMonolith/Foundation/GrowthBounds.lean:130
/-- **LOCAL DENSITY EVENTUALLY EXCEEDS ANY THRESHOLD**

    K₀ * φ^N / (V₀ * (N+1)³) → ∞ as N → ∞. -/
theorem density_exceeds_threshold (K₀ : ℝ) (hK₀ : 0 < K₀)
    (V₀ : ℝ) (hV₀ : 0 < V₀) (threshold : ℝ) (hT : 0 < threshold) :
    ∃ N : ℕ, K₀ * phi ^ N / (V₀ * ((N : ℝ) + 1) ^ 3) > threshold := by
  -- Need phi^N > (threshold * V₀ / K₀) * (N+1)^3
  have hC : 0 < threshold * V₀ / K₀ := by positivity
  obtain ⟨N, hN⟩ := phi_exp_defeats_cubic_succ (threshold * V₀ / K₀) hC
  refine ⟨N, ?_⟩
  have hdenom_pos : 0 < V₀ * ((N : ℝ) + 1) ^ 3 := by positivity
  rw [gt_iff_lt, lt_div_iff₀ hdenom_pos]
  -- Goal: threshold * (V₀ * (N+1)^3) < K₀ * phi^N
  -- From hN: phi^N > (threshold*V₀/K₀) * (N+1)^3
  -- So K₀ * phi^N > K₀ * (threshold*V₀/K₀) * (N+1)^3 = threshold*V₀*(N+1)^3
  have hphi_pos : 0 < phi ^ N := pow_pos phi_pos N
  have hNN3 : 0 < ((N : ℝ) + 1) ^ 3 := by positivity
  have hK0phi : K₀ * phi ^ N > K₀ * (threshold * V₀ / K₀) * ((N : ℝ) + 1) ^ 3 := by
    have := mul_lt_mul_of_pos_left hN hK₀
    simp only [mul_comm, mul_assoc] at this ⊢
    linarith
  have hsimp : K₀ * (threshold * V₀ / K₀) * ((N : ℝ) + 1) ^ 3 =
               threshold * V₀ * ((N : ℝ) + 1) ^ 3 := by
    have hK0ne : K₀ ≠ 0 := ne_of_gt hK₀
    field_simp [hK0ne]
  rw [hsimp] at hK0phi
  linarith

What this page does not claim

The theorem does not claim φ is the only base that defeats a cubic. The theorem does not claim the density bound applies to any specific physical system. The theorem does not derive the value of the golden ratio; it assumes it as a constant.

Verify this page

Every tagged claim above names its theorem. To check one yourself rather than trust this page, elaborate the source module with Lean 4 and audit its axiom basis:

$ lake env lean IndisputableMonolith/Foundation/GrowthBounds.lean
expected axiom basis: [propext, Classical.choice, Quot.sound] (the Lean kernel's standard three; no RS-specific axioms)

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