sources

how claims stay honest

1. numbers only from Hub config, official docs/blogs, papers
2. derived/ is generated from reference/ — do not hand-edit SPECs
3. unknown stays unknown (e.g. K3 active params)
4. secondary recaps never sole authority

Inkling — thinkingmachines/Inkling · transformers models/inkling

Laguna S 2.1 — poolside/Laguna-S-2.1 · blog · models

Kimi K3 — blog · platform.kimi.ai · 2510.26692

python3 studies/run.py test

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