Card text in the human style, two targeted links
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README.md
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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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<a href="https://stealthmodels.com/benchmarks/models/iceman-contributor?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card"><img src="https://huggingface.co/stealth-model/iceman-contributor/resolve/main/panels/verdict.webp" alt="StealthMark 1.8.8 results for Iceman Contributor: benchmark score 19.2 out of 100, General Intelligence 11.7, Visual Intelligence 31.0. Strongest at composing a whole scene: 46.4 on Beach."></a>
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<a href="https://stealthmodels.com/benchmarks/models/iceman-contributor?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card"><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."></a>
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General Intelligence: [Ground Truth 20.2](https://stealthmodels.com/benchmarks/models/iceman-contributor/ground-truth?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card) 路 [Newton's Mirror 10.1](https://stealthmodels.com/benchmarks/models/iceman-contributor/newtons-mirror?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card) 路 [Latch 3.6](https://stealthmodels.com/benchmarks/models/iceman-contributor?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card#game-latch-five-levels) 路 [Foresight 3.2](https://stealthmodels.com/benchmarks/models/iceman-contributor?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card#game-foresight-self-improvement)
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**[All results and comparisons on stealthmodels.com 鈫梋(https://stealthmodels.com/benchmarks/models/iceman-contributor?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card)**
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<a href="https://stealthmodels.com/iceman-contributor/?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card"><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."></a>
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<details><summary>Facts as text</summary>
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@@ -50,5 +47,5 @@ Sources: [aitrackerbot's post on X](https://x.com/aitrackerbot/status/2114122939
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[](https://www.youtube.com/watch?v=l5hdM8lsPfI)
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[Model guide](https://stealthmodels.com/iceman-contributor/?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card) 路 [StealthMark
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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/?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card).
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<a href="https://stealthmodels.com/benchmarks/models/iceman-contributor?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card"><img src="https://huggingface.co/stealth-model/iceman-contributor/resolve/main/panels/verdict.webp" alt="StealthMark 1.8.8 results for Iceman Contributor: benchmark score 19.2 out of 100, General Intelligence 11.7, Visual Intelligence 31.0. Strongest at composing a whole scene: 46.4 on Beach."></a>
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<a href="https://stealthmodels.com/benchmarks/models/iceman-contributor?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card"><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."></a>
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[Compare it with Glyph Cluster](https://stealthmodels.com/compare/glyph-cluster-vs-iceman-contributor?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card)
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<a href="https://stealthmodels.com/iceman-contributor/?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card"><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."></a>
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[See the token-count test](https://stealthmodels.com/iceman-contributor?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card#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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---
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[Model guide](https://stealthmodels.com/iceman-contributor/?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card) 路 [StealthMark leaderboard](https://huggingface.co/spaces/stealth-model/stealthmark) 路 [Follow us](https://huggingface.co/stealth-model)<br>
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Text and images: CC BY 4.0, stealthmodels.com.
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