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Acknowledgment: Thank you to @ItsMick for the O(1) Latent Loop observation! #2

@batteryphil

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@batteryphil

Hey @ItsMick,

I wanted to ping you to officially say thank you. Your foundational observation that the Mamba architecture natively handles explicit O(1) loop state over sequence time was the missing link for our latest project.

We used your insight to build and train the Mamba-2.8B Latent Reasoning Engine. By leaning into your structural theories, we bypassed standard KV-Cache limits and successfully mapped a reinforcement learning protocol that recursive-loops internally before explicitly outputting mathematically robust answers.

I have explicitly credited your insight in our core codebase and at the very top of our new HuggingFace Model Card for the Phase 7.5 Golden checkpoint.

Thanks for pushing the SSM space forward—we couldn't have pulled this off without your work!

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