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Anonymous model Ox Alpha matches GLM-5.2 on all 60 tokenizer tests

Community tokenizer comparison shows 60/60 match with zero average error — but that doesn't confirm it's the same model

Anonymous model Ox Alpha matches GLM-5.2 on all 60 tokenizer tests

Image: METAL

Summary

  • OpenRouter listed Ox Alpha as a free preview model from an unnamed third-party provider
  • In a community test, its token counts matched comparison candidate GLM-5.2 on all 60 strings
  • Multiple models can share the same tokenizer, so the actual model and developer remain unconfirmed

The anonymous model Ox Alpha

OpenRouter introduced Ox Alpha as an anonymous preview model aimed at coding and long-running agent tasks. Its model ID is stealth/ox-alpha, with a context window of 1,048,576 tokens and a maximum output of 131,072 tokens. It accepts text, image, and video input and responds in text, with support for tool calls. The identity of the third-party provider behind it, however, hasn't been disclosed.

openrouter 웹사이트에서 Ox Alpha 모델 정보와 제공자, 가격, 성능 요약 화면
이미지: OpenRouter

All 60 tokenizer tests lined up

A Reddit user in r/LocalLLaMA, DistanceSolar1449, ran 60 different strings through Ox Alpha and several candidate models to compare their token counts. The results are laid out in the table below. The model names in the table refer to comparison candidates — they don't establish Ox Alpha's actual identity.

Candidate modelExact matchesAverage error
GLM-5.260/600.000
Kimi-K2.68/602.133
Qwen 3.52/604.683
DeepSeek V41/6013.083
MiMo V2.50/6016.617

A tokenizer is the set of rules a model uses to break text into tokens. Models from the same family can share a tokenizer, but it's also possible for unrelated models to reuse the same rule set.

openrouter 웹사이트에서 Ox Alpha 모델 가격 정보와 제공자 성능 세부 내역 화면
이미지: OpenRouter

What's confirmed, and what's still unknown

What the community test actually confirmed is that Ox Alpha and the comparison candidate GLM-5.2 produced identical token counts across all 60 strings. That result alone isn't enough to pin down the model family or the developer behind it.

The only officially confirmed fact is that Ox Alpha is a preview model from an unnamed third-party provider. The real model and its developer should remain unconfirmed until that provider makes an official announcement.

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