| --- |
| license: apache-2.0 |
| library_name: numpy |
| tags: |
| - governed-ai |
| - szl-holdings |
| - doctrine-v11 |
| - nano |
| - synthetic |
| --- |
| |
| # TinyKhipu-Nano |
|
|
| Four features in. NAVIGATE or ABSTAIN out. Abstain is the default class, not a post-hoc filter. |
|
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| **Family.** nano · **Evidence.** SYNTHETIC · **Weights.** numpy · **Params.** 4-6-2 · **Not 1.5B.** |
|
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| Hub: [SZLHOLDINGS/TinyKhipu-Nano](https://huggingface.co/SZLHOLDINGS/TinyKhipu-Nano) |
|
|
| ## The cut |
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| Leaders train models to answer. We train a silhouette to shut up when overlap is thin or the lure is adversarial. This nano is the 4-6-2 silhouette of that cut. Not 1.5B. |
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| A navigator that has never seen document text — only handles — and still knows when to refuse the walk. |
|
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| ### Silhouette → leave → SZL |
|
|
| | Leader | Take, then tweak | |
| |---|---| |
| | Anthropic | Refusal as a typed output, not a polite paragraph. | |
| | NVIDIA | Guardrail inside the head, not a sidecar. | |
| | Unsloth | The 1.5B QLoRA is the grown form of this MLP. | |
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| Nobody else ships this combination. That is the point of a one-of-one. |
|
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| ## Intended use |
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| Unit-test the NAVIGATE|ABSTAIN schema before GPU spend. |
|
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| ## Limitations |
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| - Synthetic features. Perfect holdout is a design fact, not a field claim. |
| - The 1.5B abstain rate is 2/6 — this nano does not wash that. |
|
|
| ## Honesty |
|
|
| | Claim | Label | |
| |---|---| |
| | This card's numbers | SYNTHETIC | |
| | Energy / joules | UNAVAILABLE unless a signed meter says MEASURED | |
| | Λ uniqueness | Conjecture 1 OPEN — not a theorem | |
| | GGUF as the signed object | FALSE | |
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|
| Doctrine v11 LOCKED · 749 declarations · 14 axioms · 163 sorries · locked-proven 8. |
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| Apache-2.0. Copyright 2026 SZL Holdings · Stephen P. Lutar Jr. · ORCID [0009-0001-0110-4173](https://orcid.org/0009-0001-0110-4173). |
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