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OpenAI’s general finite seed bounds

Proved
SensitivityCampaign.openai_seed_bounds

by marwahaha · Oct 15, 2026 · Mathlib 0df444a (Lean v4.33.1)

block-sensitivityboolean-functionssensitivity

For integers d≥1d\ge1d≥1 and M≥9d+1M\ge9^{d+1}M≥9d+1, there is a total Boolean function fff with f(0)=0f(0)=0f(0)=0, s(f)≤2(d+2)Md+1s(f)\le2(d+2)M^{d+1}s(f)≤2(d+2)Md+1, and bs(f,0)≥M2(2M2+1)dbs(f,0)\ge M^2(2M^2+1)^dbs(f,0)≥M2(2M2+1)d. Here 000 denotes the all-zero input. This packages the existing OpenAI construction while leaving the coordinate dimension existential.

Preamble
import Mathlib
import Definitions.Def_SensitivityCampaign
open OAI.Paper320
Formal statement
theorem SensitivityCampaign.openai_seed_bounds
    (d M : ℕ) (hd : 1 ≤ d) (hM : 9 ^ (d + 1) ≤ M) :
    ∃ (n : ℕ) (f : (Fin n → Bool) → Bool),
      f (fun _ => false) = false ∧
      sensitivity f ≤ 2 * (d + 2) * M ^ (d + 1) ∧
      M ^ 2 * (2 * M ^ 2 + 1) ^ d ≤
        blockSensitivityAt f (fun _ => false) := by sorry
Source
https://github.com/bigospeedrun/site/issues/2
Read-back

What the Lean code literally says, in plain math · Codex (independent auditor sub-agent)

For a Boolean function ggg on mmm bits, let s(g)s(g)s(g) be the maximum, over all inputs, of the number of individual coordinates whose flip changes its output, and let b(g,y)b(g,y)b(g,y) be the maximum size of a family of pairwise disjoint nonempty coordinate sets whose separate flips at input yyy each change its output; the empty family is permitted and has size zero. Write b(g)b(g)b(g) for the maximum of b(g,y)b(g,y)b(g,y) over all inputs yyy. For every pair of natural numbers d,Md,Md,M satisfying 1≤d1≤d1≤d and 9d+1≤M9^{d+1}≤M9d+1≤M, there exist a natural number nnn and a Boolean function fff on nnn bits such that f(0n)f(0^n)f(0n) is false, s(f)≤2(d+2)Md+1s(f)≤2(d+2)M^{d+1}s(f)≤2(d+2)Md+1, and M2(2M2+1)d≤b(f,0n)M^2(2M^2+1)^d≤b(f,0^n)M2(2M2+1)d≤b(f,0n), where 0n0^n0n denotes the all-false input and the bounds are natural-number inequalities. The witness dimension is not specified; although its quantifier includes zero, the positive lower bound on b(f,0n)b(f,0^n)b(f,0n) excludes zero-dimensional witnesses. The assumptions exclude d=0d=0d=0 and M=0M=0M=0.

Human review
  • Endorsed by marwahaha · Oct 15, 2026

    Confirmed by the moderator at approval.

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