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 <p><strong>Instance statistics</strong> — OCEAN, PAD trajectories, relationship dynamics, character evolution data for 5 instances.</p>
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-<p>The dataset and benchmark are fully open under CC-BY-4.0. The kernel architecture is described in detail in my <a href="https://zenodo.org/records/19235080">preprint on Zenodo</a> — enough to understand every design decision. The kernel code itself is not open-sourced at this stage; I'm exploring publication and partnership options. If you're a researcher interested in collaboration, I'd love to hear from you: lobozov@icloud.com | Telegram: <a href="https://t.me/slobozov">@slobozov</a>.</p>
+<p>The dataset and benchmark are fully open under CC-BY-4.0. The kernel architecture is described in detail in my <a href="https://zenodo.org/records/19235080">preprint on Zenodo</a> — enough to understand every design decision. The kernel code itself is not open-sourced at this stage; I'm exploring publication and partnership options. If you're a researcher interested in collaboration, I'd love to hear from you: lobozov@icloud.com | Telegram: <a href="https://t.me/lobozov">@lobozov</a>.</p>
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 <p><figure><img loading="lazy" alt="PAD Mood Trajectories" src="https://huggingface.co/datasets/SlavaLobozov/mate-figures/resolve/main/05_pad_trajectories.png" /><figcaption>PAD Mood Trajectories</figcaption></figure></p>
 <p><figure><img loading="lazy" alt="Big Five Personality" src="https://huggingface.co/datasets/SlavaLobozov/mate-figures/resolve/main/09_ocean_heatmap.png" /><figcaption>Big Five Personality</figcaption></figure></p>
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 <p><em>Slava Lobozov — independent researcher, Moscow. April 2026.</em></p>
 <p><em>Built alone. Deployed with family. The math asks questions I can't answer.</em></p>
-<p><em>Contact: lobozov@icloud.com | Telegram: <a href="https://t.me/slobozov">@slobozov</a> | <a href="https://zenodo.org/records/19235080">Paper on Zenodo</a> | Dataset: <a href="https://huggingface.co/datasets/SlavaLobozov/mate-inner-life">mate-inner-life</a></em></p>
+<p><em>Contact: lobozov@icloud.com | Telegram: <a href="https://t.me/lobozov">@lobozov</a> | <a href="https://zenodo.org/records/19235080">Paper on Zenodo</a> | Dataset: <a href="https://huggingface.co/datasets/SlavaLobozov/mate-inner-life">mate-inner-life</a></em></p>
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