The best 1,000: overview and method

1,000 items, sorted by evidence tier. Everything produced today was harvested — 1,822 verified claims, 525 computed scalars, and the proofs — then ranked by kind of evidence before anything else. Tier A: 10 proofs. Tier B: 300 computed results. Tier C: 690 verified claims. A proof outranks a measurement because it cannot be wrong about its assumptions; a computed result outranks a claim because it has a number at a specific parameter value.

1. How the sorting works

Tier dominates, then magnitude. This is a deliberate choice: the programme's own history shows that the generated claims are the cheapest output and the proofs are the most durable. Sorting by "interesting" would have put the dramatic numbers first and the theorems last, which is exactly the error the studies kept finding.

2. What is in each tier

TierKindCountWhy it ranks here
Aproofs and impossibility results10 cannot be wrong about their assumptions; reusable across fields
Bcomputed results with a number300 a number at a stated parameter value; reproducible from the code
Cverified claims690 arithmetic that held; individually thin, collectively a reference

3. The four things that actually survived today

  1. Identifiability is counting, not precision. Five independent studies converged on it — gravity, closure dating, mass balance, damping, derived columns. When K < N, no measurement quality helps.
  2. The number is a convention. 5-sigma is 49% or 100% detection depending on a threshold convention; a tail index is 0.32 or 0.78 depending on the estimator; a mylonite age is 15.2 or 21.3 Myr depending on where a geometry constant sits.
  3. Contrast beats repetition. A second weighting 0.3 eV away is 13.5x better than one 0.02 eV away; ten similar measurements are worse than two that differ.
  4. The mundane error is the fatal one. Broken symmetry and photon noise are benign; histogram binning and a soft detection roll-off do the damage.

4. What this sorting does not do


Incoprea Research · the best 1,000 · 3 November 2026. Sorted from every result produced today. Computation only.