hf/TinyKhipu-Nano/README.md

---
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.

**Family.** nano · **Evidence.** SYNTHETIC · **Weights.** numpy · **Params.** 4-6-2 · **Not 1.5B.**

Hub: [SZLHOLDINGS/TinyKhipu-Nano](https://huggingface.co/SZLHOLDINGS/TinyKhipu-Nano)

## The cut

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.

A navigator that has never seen document text — only handles — and still knows when to refuse the walk.

### 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. |

Nobody else ships this combination. That is the point of a one-of-one.

## Intended use

Unit-test the NAVIGATE|ABSTAIN schema before GPU spend.

## Limitations

- 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 |

Doctrine v11 LOCKED · 749 declarations · 14 axioms · 163 sorries · locked-proven 8.

Apache-2.0. Copyright 2026 SZL Holdings · Stephen P. Lutar Jr. · ORCID [0009-0001-0110-4173](https://orcid.org/0009-0001-0110-4173).