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| <h1>sources</h1> |
| <p class="meta">how claims stay honest</p> |
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| <li>numbers only from Hub config, official docs/blogs, papers</li> |
| <li><code>derived/</code> is generated from <code>reference/</code> — do not hand-edit SPECs</li> |
| <li>unknown stays unknown (e.g. K3 active params)</li> |
| <li>secondary recaps never sole authority</li> |
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| <p><b>Inkling</b> — <a href="https://huggingface.co/thinkingmachines/Inkling">thinkingmachines/Inkling</a> · transformers <code>models/inkling</code></p> |
| <p><b>Kimi K3</b> — <a href="https://www.kimi.com/blog/kimi-k3">blog</a> · platform.kimi.ai · <a href="https://arxiv.org/abs/2510.26692">2510.26692</a> · K2.6 Hub config</p> |
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| <pre>python3 studies/run.py test</pre> |
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