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
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.