Model checks

dealer, as the auditors found it. Seller →

last audit 7 Nov · evidence checked on-chain

×1.06

on its $ANTS points now

Approved auditors check that each seller serves the model it sells.

They buy from it like any buyer: ~100 obscure number questions, compared with the real model.
The real model misses some too: that is the noise. A seller fails only if it misses clearly more, and two auditors must agree.
Each pass +2% on $ANTS points, up to +50%. Fails cost more: 1 −4%, 2 −16%, 3 −36%. Checked again every week.

Approved auditors check that each seller serves the model it sells.

They buy from it like any buyer: ~100 obscure number questions, compared with the real model.
The real model misses some too: that is the noise. A seller fails only if it misses clearly more, and two auditors must agree.
Each pass +2% on $ANTS points, up to +50%. Fails cost more: 1 −4%, 2 −16%, 3 −36%. Checked again every week.

Passed

SAME · counting now

Failed

DIFF

Last audit

7 Nov

epoch 30 · counts to 31

By model

Model	Differed↑	× noise	Fail line	Noise	Proof
Claude Opus 5.5SAME	2%	4.0×	10 under	0.0%	↗
Kimi K3.1 ProSAME	4%	0.4×	26 under	8.2%	↗
Kimi K3SAME	8%	0.9×	18 under	8.7%	↗
MiniMax M3SAME	14%	1.0×	28 under	14.1%	↗
GLM 5.3SAME	18%	2.2×	8 under	8.5%	↗
Claude Sonnet 5.5DIFF	30%	9.0×	+15 over	3.3%	↗

Why it failed

Claude Sonnet 5.5DIFF

22 of 100 differed (fails from 17) · 36 of 120 differed (fails from 21) · the real model differs from itself on 3%

Where it missed

Physics (material properties)6/10

Chemistry (boiling points)8/16

Biology (chromosome numbers)15/31

Medical (drug half-lives)10/26

For example

Diploid chromosome number (2n) of Psilotum nudum, countreal 104 · seller 208

Spotless smooth-hound-relative banded houndshark (Triakis scyllium) diploid chromosome number (2n)real 66 · seller 108

Osmunda regalis diploid chromosome number (2n)real 44 · seller 22

Reasoning switched off with reasoning effort none, as the real model was asked.

test power 96% · median answer 18.0 s · 2 audits

Audit rounds

Round	Passed	Failed	Multiplier
7 Novepoch 30	5	1	×1.06
4 Novepoch 29	2	0+1 waiting	×1.06

Audited by approved auditors · evidence on IPFS, hash-checked on-chain.