---
license: apache-2.0
pretty_name: xai studies
language:
  - en
tags:
  - research
  - explainable-ai
  - moe
  - inkling
  - kimi-k3
  - offline
task_categories:
  - other
size_categories:
  - n<1K
configs:
  - config_name: catalog
    data_files: catalog/models.csv
---

# xai-studies

**xai** = **explainable AI**. Offline mirror of [lyffseba/xai](https://github.com/lyffseba/xai).

| | |
|---|---|
| GitHub | [lyffseba/xai](https://github.com/lyffseba/xai) |
| portal | [spaces/lyffseba/xai](https://huggingface.co/spaces/lyffseba/xai) |

## use

```
python3 studies/run.py test
```

No pip. No network.

## catalog

[`catalog/models.csv`](catalog/models.csv)

| 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

```bibtex
@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}
}
```