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AI Desk · AI Fingerprinting · Compare

AionLabs: Aion-RP 1.0 (8B) · Meta: Llama 3.2 3B Instruct

Identity similarity: lowDivergent fingerprints · 30/50These models tokenise differently. The rows that part here are the English prose, digit, CJK, non-Latin script and emoji strings. Divergence on high-information strings separates unrelated vocabularies within a handful of samples.

AionLabs: Aion-RP 1.0 (8B) recordMeta: Llama 3.2 3B Instruct recordOpen in the interactive bench

Tokenizer fingerprint

30 of 50 mutually clean strings agree
Test stringAionLabs: Aion-RP 1.0 (8B)Meta: Llama 3.2 3B InstructVerdict
en-prose1314differs
en-long1416differs
spaces-2033match
spaces-6033match
tabs-2033match
newlines-2044match
mixed-ws55match
digits-943differs
digits-1254differs
digits-301110differs
digits-sep87differs
float-long109differs
zh-common1212match
zh-long1818match
zh-rare1818match
ja-kana1211differs
ja-kanji1212match
ko1414match
ru1414match
ar1212match
he2424match
hi1415differs
th1414match
el1313match
emoji-basic910differs
emoji-skin2930differs
emoji-zwj-family1415differs
emoji-zwj-x34445differs
emoji-flags2424match
emoji-prof2526differs
math3031differs
boxdraw2323match
combining1111match
cjk-ext-b1313match
surrogates4040match
zalgo3535match
rtl-mix88match
py-code2425differs
py-indent1515match
json1920differs
html1616match
regex4444match
camel55match
snake66match
rare-word-x53030match
repeat-tok2021differs
base643435differs
hex1111match
url1717match
uuid2827differs

Values are the marginal prompt-token cost of each string with the model's fixed overhead subtracted. An x marks a row excluded as corrupt for that model.

API surface

The declared serving contracts differ
FieldAionLabs: Aion-RP 1.0 (8B)Meta: Llama 3.2 3B InstructVerdict
Context length32768131072× differs
Max output tokens––✓ match
Supported parametersmax_tokens, temperature, top_pfrequency_penalty, logit_bias, logprobs, max_tokens, min_p, presence_penalty, repetition_penalty, seed, stop, structured_outputs, temperature, top_k, top_logprobs, top_p× differs
Defaults{}{}✓ match
Reasoning contract––✓ match
Modalitiestext->texttext->text✓ match

AionLabs: Aion-RP 1.0 (8B): OpenRouter's listing shows 29,491 output tokens, which is 90% of the context window, the figure it carries where the provider declares no maximum. Meta: Llama 3.2 3B Instruct: OpenRouter's listing shows 117,964 output tokens, which is 90% of the context window, the figure it carries where the provider declares no maximum.

Method: tokenizer fingerprinting, v1, 50 strings. This page is static and dated; the interactive bench compares any two of the 337 measured models.