YFarmX

AI Desk · Model Identity · Evidence object

Tokenizer signature tk_a17bbc1d

An exact tokenizer signature: every model listed below returned the same marginal prompt-token count on all 50 test strings. Sharing a signature is strong evidence of a shared vocabulary. This signature sits in the Grok · group A group.

Members
3
First observed
3 September 2026
Last observed
3 September 2026
Group
Grok · group A

Models with this signature

The measured vector

Marginal prompt-token cost per string, as measured on SpaceXAI: Grok 4.20
All 50 rows

English and whitespace

en-prose14
en-long16
spaces-203
spaces-603
tabs-203
newlines-204
mixed-ws6

Digits

digits-93
digits-124
digits-3010
digits-sep7
float-long9

CJK

zh-common9
zh-long13
zh-rare18
ja-kana9
ja-kanji10
ko11

Other scripts

ru11
ar16
he14
hi13
th13
el15

Emoji

emoji-basic10
emoji-skin14
emoji-zwj-family11
emoji-zwj-x333
emoji-flags16
emoji-prof20

Rare Unicode

math27
boxdraw24
combining10
cjk-ext-b16
surrogates40
zalgo35
rtl-mix6

Code

py-code25
py-indent15
json20
html16
regex42
camel6
snake6

Repetition and encodings

rare-word-x526
repeat-tok22
base6433
hex10
url17
uuid27

Method: tokenizer fingerprinting, v1-50.