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| <h1>Laguna · Inkling · Kimi K3</h1> |
| <p class="meta">primary sources only · not invented parity</p> |
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| <a href="inkling.html">Inkling</a> |
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| <a href="laguna.html">Laguna</a> |
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| <table> |
| <tr><th>axis</th><th>Laguna S 2.1</th><th>Inkling</th><th>Kimi K3</th></tr> |
| <tr><td>total/active</td><td>118B/8B</td><td>~975B/41B</td><td>2.8T/?</td></tr> |
| <tr><td>MoE</td><td>10/256+1 add</td><td>6/256+2 sink</td><td>16/896</td></tr> |
| <tr><td>router</td><td>sigmoid</td><td>sigmoid+sink</td><td>LatentMoE</td></tr> |
| <tr><td>layers</td><td>48 · 12G/36SWA</td><td>66 · 11G/55SWA</td><td>TBD</td></tr> |
| <tr><td>PE / long-ctx</td><td>YaRN+SWA RoPE</td><td>relative</td><td>KDA</td></tr> |
| <tr><td>attn scale</td><td>1/√d + softplus gate</td><td>1/d + SConv</td><td>TBD</td></tr> |
| <tr><td>mm</td><td>text</td><td>image+audio</td><td>vision+video</td></tr> |
| <tr><td>weights</td><td>public OpenMDW</td><td>public Apache</td><td>API-first</td></tr> |
| <tr><td>TB2.1 (Poolside table)</td><td>70.2</td><td>63.8</td><td>88.3*</td></tr> |
| <tr><td>focus</td><td>agentic coding</td><td>custom generalist</td><td>open frontier product</td></tr> |
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| <p> |
| Prefer <a href="laguna.html">Laguna</a> for mid-size open MoE + day-0 serve stack. |
| Prefer <a href="inkling.html">Inkling</a> for relative PE + audio + transformers path. |
| Prefer <a href="kimi-k3.html">Kimi K3</a> for scale + product API / KDA theory. |
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| <p class="meta">* peer TB scores from Poolside tables; harnesses differ. gaps: K3 active · K3 layer table · matched bake-offs</p> |
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