| # START HERE |
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| **xai** = **explainable AI**. Offline. No pip. Python ≥ 3.10 stdlib. |
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| ## open |
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| 1. [index.html](index.html) |
| 2. markdown under `studies/` · `dissertation/` |
| 3. public portal: [spaces/lyffseba/xai](https://huggingface.co/spaces/lyffseba/xai) |
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| ## prove it works |
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| ``` |
| make test |
| # or |
| python3 studies/run.py test |
| ``` |
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| → `✓ test passed` (no network). |
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| ## study |
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| | | path | why | |
| |---|---|---| |
| | Inkling | [studies/models/inkling/](studies/models/inkling/) | public weights + vendored transformers | |
| | Kimi K3 | [studies/models/kimi-k3/](studies/models/kimi-k3/) | live API + KDA; weights ~2026-07-27 | |
| | compare | [inkling-vs-kimi-k3](studies/shared/comparisons/inkling-vs-kimi-k3.md) | long-ctx / MoE bets | |
| | MSc | [dissertation/main.ipynb](dissertation/main.ipynb) | Concept Whitening | |
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| ## order (~1–2 days) |
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| 1. map — [STUDY.md](studies/STUDY.md) · [DASHBOARD](studies/derived/DASHBOARD.md) · [GLOSSARY](studies/shared/GLOSSARY.md) |
| 2. Inkling — book `00` → SPEC → arch → `modular_inkling.py` |
| 3. Kimi K3 — book `00` → SPEC → lineage → KDA → API → limits |
| 4. compare again |
| 5. dissertation when data is ready |
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| ## facts (do not invent) |
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| - **Inkling:** ~975B / 41B · 6/256+2 · relative PE · SWA/global · image+audio · 1M |
| - **Kimi K3:** 2.8T · 16/896 · KDA+AttnRes · vision/video · 1M · active undisclosed · weights ETA 2026-07-27 |
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| ## offline vs online |
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| | offline | online | |
| |---|---| |
| | `make test` / `make check` | `make refresh MODEL=…` | |
| | read `reference/` | Hub / blog re-fetch | |
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| [OFFLINE.md](OFFLINE.md) · mirrors: `make sync` |
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