stealth-model commited on
Commit
e633844
路
verified 路
1 Parent(s): 862f28a

Card text in the human style, two targeted links

Browse files
Files changed (1) hide show
  1. README.md +5 -8
README.md CHANGED
@@ -16,20 +16,17 @@ thumbnail: https://stealthmodels.com/iceman-contributor/assets/social-card.png
16
 
17
  **Iceman Contributor counts tokens exactly like MAI Thinking 1 and Glyph Cluster, on 23 of 23 phrases, and no company has claimed it yet.**
18
 
19
- *Independent benchmark card by [Stealth Models](https://stealthmodels.com/?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card): our test results and findings for this model.*
20
 
21
  <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>
22
 
23
  <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>
24
 
25
- **Open each result** 路 Visual Intelligence: [Beach&nbsp;46.4](https://stealthmodels.com/benchmarks/models/iceman-contributor/beach?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card) 路 [Selfie&nbsp;39.3](https://stealthmodels.com/benchmarks/models/iceman-contributor/selfie?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card) 路 [Raccoon&nbsp;29.8](https://stealthmodels.com/benchmarks/models/iceman-contributor/raccoon?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card) 路 [Mona&nbsp;Lisa&nbsp;19.3](https://stealthmodels.com/benchmarks/models/iceman-contributor/mona-lisa?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card)<br>
26
- General Intelligence: [Ground&nbsp;Truth&nbsp;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&nbsp;Mirror&nbsp;10.1](https://stealthmodels.com/benchmarks/models/iceman-contributor/newtons-mirror?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card) 路 [Latch&nbsp;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&nbsp;3.2](https://stealthmodels.com/benchmarks/models/iceman-contributor?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card#game-foresight-self-improvement)
27
-
28
- **[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)**
29
 
30
  <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>
31
 
32
- Sources: [aitrackerbot's post on X](https://x.com/aitrackerbot/status/2114122939545088257) 路 [our token-count test](https://stealthmodels.com/iceman-contributor/?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card)
33
 
34
  <details><summary>Facts as text</summary>
35
 
@@ -50,5 +47,5 @@ Sources: [aitrackerbot's post on X](https://x.com/aitrackerbot/status/2114122939
50
  [![Iceman Contributor on the same benchmark tasks, and the case for who made it](https://img.youtube.com/vi/l5hdM8lsPfI/hqdefault.jpg)](https://www.youtube.com/watch?v=l5hdM8lsPfI)
51
 
52
  ---
53
- [Model guide](https://stealthmodels.com/iceman-contributor/?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card) 路 [StealthMark](https://stealthmodels.com/stealthmark?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card) 路 [Play the benchmarks](https://stealthmodels.com/play?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card) 路 [Follow for new reveals](https://huggingface.co/stealth-model)<br>
54
- This card and its images: CC BY 4.0, credit stealthmodels.com. Updated 28 October 2026.
 
16
 
17
  **Iceman Contributor counts tokens exactly like MAI Thinking 1 and Glyph Cluster, on 23 of 23 phrases, and no company has claimed it yet.**
18
 
19
+ By [Stealth Models](https://stealthmodels.com/?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card).
20
 
21
  <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>
22
 
23
  <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>
24
 
25
+ [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)
 
 
 
26
 
27
  <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>
28
 
29
+ [See the token-count test](https://stealthmodels.com/iceman-contributor?utm_source=huggingface&utm_medium=referral&utm_campaign=iceman-contributor-card#tokenizer)
30
 
31
  <details><summary>Facts as text</summary>
32
 
 
47
  [![Iceman Contributor on the same benchmark tasks, and the case for who made it](https://img.youtube.com/vi/l5hdM8lsPfI/hqdefault.jpg)](https://www.youtube.com/watch?v=l5hdM8lsPfI)
48
 
49
  ---
50
+ [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>
51
+ Text and images: CC BY 4.0, stealthmodels.com.