# Prime Sidon Spectral Signature — Negative Result **Status:** VERIFIED NEGATIVE — null hypothesis not rejected **Date:** 2026-07-03 **Script:** `scripts/prime_sidon_explore.py` **Artifacts:** `.openresearch/artifacts/prime_sidon_dag.json` (51 nodes, 35 edges) --- ## Hypothesis Prime-based label sets exhibit a spectral signature in Sidon sum-degeneracy that distinguishes them from random numbers of the same magnitude. ## Method For each label set A = {a₁, …, aₙ}, compute: 1. **Sum matrix** M[i][j] = a_i + a_j (pure integer arithmetic) 2. **Sidon score** = distinct_sums / n² (1.0 = perfect Sidon, all pairwise sums distinct) Compare prime clusters against a null distribution of 1000 random n-subsets of integers in the same [min, max] range. Two-sided permutation test. **Scales tested:** small (2..19), kilo (~10³), million (~10⁶), billion (~10⁹), trillion (~10¹²), quadrillion (~10¹⁵), quintillion (~10¹⁸) **Sizes tested:** n ∈ {5, 6, 7, 8, 10} **Total test cases:** 35 ## Result | Measure | Value | |---------|-------| | Significant at p < 0.05 | **1/35** | | Significant after Bonferroni (α = 0.0014) | **0/35** | | Expected false positives at α = 0.05 | 1.75 | | Observed false positives | 1 | The null hypothesis is **not rejected**. Prime Sidon scores are indistinguishable from random n-subsets at the same scale. ## Why Earlier Analysis Was Misleading The initial `prime_slos_explore.py` (using SLOS + eigenvalue products) found that primes sit "between" Sidon (powers of 2) and non-Sidon (consecutive integers). Adversarial review identified two fatal flaws: 1. **Mathematical tautology**: For *any* set of n distinct integers, the Sidon score is provably bounded by `(2n-1)/n² ≤ score ≤ (n+1)/(2n)`. The "BETWEEN" result adds zero empirical information — it's equivalent to "primes are positive integers." 2. **Float precision artifact**: The eigenvalue product and tensor entropy metrics used float64 arithmetic. At billion+ scales, consecutive primes have tiny relative gaps (~10⁻⁷), making the sum matrix numerically rank-1. The apparent "convergence to a fixed point" was float64 saturation, not a physical phenomenon. ## What Was Learned 1. **Adversarial review caught the tautology** — the corrected script explicitly reports analytical bounds before any empirical test 2. **Permutation test is essential** — comparing against a null distribution of random numbers at the same range, not against extreme theoretical bounds 3. **Integer-only arithmetic avoids float artifacts** — the corrected script uses only integer sum-counting, no float, no eigenvalue decompositions, no SLOS 4. **The prime structure does not manifest in pairwise sum degeneracy** — at least not for consecutive prime clusters up to quintillion scale ## DAG Structure - 10 reference nodes (analytical bounds + baseline verification) - 35 prime set nodes (each with permutation test against 1000 random subsets) - 5 analysis nodes (cross-scale per size) - 1 summary node - 35 edges connecting each prime set to the summary ## claim_boundary ``` prime-sidon-sum-degeneracy:negative-result:permutation-test ``` This receipt is bounded to the claim that consecutive prime clusters at 7 scales and 5 sizes (35 test cases) do not deviate from random n-subsets at p < 0.05 in Sidon sum-degeneracy score. It does not claim that primes have *no* additive structure — only that this specific metric cannot distinguish them from random numbers at the same scale.