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Hook leads with our finding

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  <a href="https://stealthmodels.com/cat-jam/?utm_source=huggingface&utm_medium=referral&utm_campaign=cat-jam-card"><img src="https://huggingface.co/stealth-model/cat-jam/resolve/main/panels/hero.webp" alt="Cat Jam Free, an ivory-white cat concentrating on the beat beside 1M context and free-preview labels."></a>
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- **Cat Jam was a coding preview with reasoning, tool use and a 1M-token context, and Reflection named it a Beam preview on 16 October.**
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  *Independent benchmark card by [Stealth Models](https://stealthmodels.com/?utm_source=huggingface&utm_medium=referral&utm_campaign=cat-jam-card): our test results and findings for this model.*
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  <a href="https://stealthmodels.com/cat-jam/?utm_source=huggingface&utm_medium=referral&utm_campaign=cat-jam-card"><img src="https://huggingface.co/stealth-model/cat-jam/resolve/main/panels/hero.webp" alt="Cat Jam Free, an ivory-white cat concentrating on the beat beside 1M context and free-preview labels."></a>
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+ **Our token-count test matched Cat Jam to MISSINGNO. on all 24 phrases, a day before Reflection named both as previews of Beam.**
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  *Independent benchmark card by [Stealth Models](https://stealthmodels.com/?utm_source=huggingface&utm_medium=referral&utm_campaign=cat-jam-card): our test results and findings for this model.*
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