Update card: StealthMark 1.8.10, plainer links, softer panel backgrounds
Browse files- README.md +8 -8
- panels/case.webp +2 -2
- panels/results.webp +2 -2
- panels/verdict.webp +0 -0
README.md
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thumbnail: https://stealthmodels.com/iceman-contributor/assets/social-card.png
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**Iceman Contributor counts tokens exactly like MAI Thinking 1 and Glyph Cluster, on 23 of 23 phrases, and no company has claimed it yet.**
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By [Stealth Models](https://stealthmodels.com/
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[Compare it with Glyph Cluster](https://stealthmodels.com/compare/glyph-cluster-vs-iceman-contributor
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[See the token-count test](https://stealthmodels.com/iceman-contributor
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<details><summary>Facts as text</summary>
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[](https://www.youtube.com/watch?v=l5hdM8lsPfI)
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Text and images: CC BY 4.0, stealthmodels.com.
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thumbnail: https://stealthmodels.com/iceman-contributor/assets/social-card.png
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<img src="https://huggingface.co/stealth-model/iceman-contributor/resolve/main/panels/hero.webp" alt="A boy made of cracked ice lunging beside the name Iceman Contributor, 417 billion tokens on day one, two benchmark results and a 23 of 23 tokenizer match.">
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**Iceman Contributor counts tokens exactly like MAI Thinking 1 and Glyph Cluster, on 23 of 23 phrases, and no company has claimed it yet.**
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By [Stealth Models](https://stealthmodels.com/).
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<img src="https://huggingface.co/stealth-model/iceman-contributor/resolve/main/panels/verdict.webp" alt="StealthMark 1.8.10 results for Iceman Contributor: benchmark score 19.2, General Intelligence 11.7, Visual Intelligence 31.0. Strongest at composing a whole scene: 46.4 on Beach.">
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<img src="https://huggingface.co/stealth-model/iceman-contributor/resolve/main/panels/results.webp" alt="Every StealthMark result of Iceman Contributor: Beach 46.4, Selfie 39.3, Raccoon 29.8, Ground Truth 20.2, Mona Lisa 19.3, Newton's Mirror 10.1, Latch 3.6, Foresight 3.2.">
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[Compare it with Glyph Cluster](https://stealthmodels.com/compare/glyph-cluster-vs-iceman-contributor)
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<img src="https://huggingface.co/stealth-model/iceman-contributor/resolve/main/panels/case.webp" alt="The case file. First seen 24 Oct 2026, revealed not yet, developer unknown, context 262,144 tokens, input Text, tool calls Yes, speed in our tests about 46 tok/s. 24 Oct 2026: Appears without an announcement: about 417 billion tokens on its first full day. 24 Oct 2026: A post on X matches its token counts to Microsoft鈥檚 MAI Thinking 1. 25 Oct 2026, our finding: Our test: the same tokenizer family as Glyph Cluster, our MAI lead.">
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[See the token-count test](https://stealthmodels.com/iceman-contributor#tokenizer)
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<details><summary>Facts as text</summary>
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[](https://www.youtube.com/watch?v=l5hdM8lsPfI)
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[StealthMark leaderboard](https://huggingface.co/spaces/stealth-model/stealthmark)<br>
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Text and images: CC BY 4.0, stealthmodels.com.
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panels/case.webp
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Git LFS Details
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Git LFS Details
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panels/results.webp
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Git LFS Details
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Git LFS Details
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panels/verdict.webp
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