id stringclasses 3
values | display_name stringclasses 3
values | org stringclasses 3
values | status stringclasses 2
values | total_params stringclasses 3
values | active_params stringclasses 2
values | context_tokens int64 1.05M 1.05M | experts stringclasses 3
values | hub stringclasses 2
values | api_model_id stringclasses 2
values | path stringclasses 3
values | notes stringclasses 3
values |
|---|---|---|---|---|---|---|---|---|---|---|---|
inkling | Inkling | Thinking Machines Lab | weights_public | 975B | 41B | 1,048,576 | 6/256+2 shared | thinkingmachines/Inkling | null | models/inkling | Sparse MoE, relative attention, native image+audio; transformers vendored |
kimi-k3 | Kimi K3 | Moonshot AI (Kimi) | api_live_weights_pending | 2.8T | null | 1,048,576 | 16/896 | null | kimi-k3 | models/kimi-k3 | Stable LatentMoE 16/896, KDA+AttnRes, 1M ctx; pre-weight study |
laguna-s-2.1 | Laguna S 2.1 | Poolside | weights_public | 118B | 8B | 1,048,576 | 10/256+1 shared | poolside/Laguna-S-2.1 | poolside/laguna-s-2.1 | models/laguna-s-2.1 | MoE 10/256+1, 1:3 G:SWA, 1M ctx; agentic coding; OpenMDW-1.1 |
xai-studies
xai = explainable AI. Offline mirror of lyffseba/xai.
| GitHub | lyffseba/xai |
| portal | spaces/lyffseba/xai |
use
python3 studies/run.py test
No pip. No network.
catalog
| id | name | status | total | active | ctx | experts |
|---|---|---|---|---|---|---|
| inkling | Inkling | weights_public | 975B | 41B | 1048576 | 6/256+2 shared |
| kimi-k3 | Kimi K3 | api_live_weights_pending | 2.8T | 1048576 | 16/896 | |
| laguna-s-2.1 | Laguna S 2.1 | weights_public | 118B | 8B | 1048576 | 10/256+1 shared |
contents
catalog/
studies/models/inkling|kimi-k3/ book · code-study · reference · derived
studies/shared/
studies/run.py
dissertation/
START_HERE.md
facts
- Inkling: ~975B / 41B · 6/256+2 · relative PE · SWA/global · image+audio · 1M
- Laguna S 2.1: 118B / 8B · 10/256+1 · 12G/36SWA · YaRN · 1M · agentic coding
- Kimi K3: 2.8T · 16/896 · KDA+AttnRes · 1M · active undisclosed
limitations
Not a training corpus. Not affiliated with Thinking Machines or Moonshot.
K3 structure incomplete until weights/tech report. Upstream extracts keep original licenses.
citation
@misc{lyffseba_xai_studies,
title = {xai-studies: offline notes on Inkling and Kimi K3},
author = {lyffseba},
year = {2026},
url = {https://huggingface.co/datasets/lyffseba/xai-studies}
}
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