TinyKhipu-Nano

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TinyKhipu-Nano

A small synthetic fixture for proposing NAVIGATE or ABSTAIN from token embeddings and candidate handles.

Artifact: Bare NumPy weight archive · Stage: Synthetic test fixture

Explore in Command Lab · Build · Evidence

Before you use it

• The forward-pass implementation lives in the canonical package; this archive has no packaged Hub loader or config.json.
• Historical synthetic results and unsigned receipt claims do not establish generalization, a refusal guarantee, or production readiness.
• This fixture is separate from the Khipu 1.5B model. Verify the complete inference contract before use.

<details> <summary>Technical details and evidence</summary> <!-- SZL-CARD-TECHNICAL:v1:START --> <p align="center"><img src="https://raw.githubusercontent.com/szl-holdings/szl-forge/main/tinykhipu-nano/card/holo-banner.svg" alt="TinyKhipu-Nano synthetic token-and-handle archive illustration; schematic, not array dimensions" width="100%"/></p>

Status: SOFTWARE / REFERENCE / TEST FIXTURE. Not a production model.

This Hub repository contains a bare NumPy archive. The loading and forward-pass implementation lives in the canonical szl_khipu package; no packaged Hub loader or config.json is shipped alongside these weights. Treat this as a software fixture until its complete inference contract is independently verified.

TinyKhipu-Nano

Synthetic token embeddings and candidate handles produce a proposed NAVIGATE or ABSTAIN output. This fixture establishes no refusal guarantee.

Family. nano · Evidence. SYNTHETIC · Weights. numpy · Architecture. 24-token, 12-dimensional embedding with two-class and handle-scoring heads · Not 1.5B.

Hub: SZLHOLDINGS/TinyKhipu-Nano

Reference fixture

A synthetic token-and-handle reference fixture for the NAVIGATE/ABSTAIN schema. It mean-pools token embeddings and scores handle notes. This card makes no ecosystem-wide novelty claim and establishes no predecessor relationship or quality proxy for a 1.5B checkpoint.

Intended use

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

Reported synthetic fixture evidence

TRAINING_RECEIPT.json seed 20260721 · steps 280 · honesty REPORTED

The related demo documents an application-specific POST /api/infer route. This archive repository establishes no hosted endpoint, served revision, or deployment guarantee. The route is illustrative application context.

Limitations

• The shared unsigned receipt reports plan_valid=1.0, abstain=1.0, and hallucinated=0.0 on its synthetic fixture. Named sample count, split identity, and generalization are not independently established by that receipt.
• These reported values are not a reliability guarantee or a sibling model evaluation.

Honesty

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.

Artifact evidence

The previous card reports tiny_khipu.npz (3,568 bytes). Receipt-reported SHA-256 (not rehashed in this review):

cc8d0385b2c75079669df809d7e4823f1ad8d9d535aec511446347490b11dff9

The previous card reported that the archive matched the unsigned training receipt and that numpy.load(..., allow_pickle=False) found finite numeric arrays. The table below preserves that historical report. The September 30, 2026 card review read pinned text and the receipt; it did not download, rehash, or inspect the archive, and did not replay training.

The retained receipt labels these reported synthetic fixture results REPORTED.

An independently checked archive/receipt match could establish local artifact consistency; an unsigned digest would still not authenticate authorship or measurement. These preserved receipt and array reports establish no new training replay, independent evaluation, deployment, or production readiness.

Reviewed Hub text: immutable snapshot d890010f874ecafd3f2f1ef4066d84b810ba775e. Reviewed publisher source: hf/TinyKhipu-Nano/README.md at e53e3d24b22e356eb986c373aee27b3b3e7947ec. The shared unsigned TRAINING_RECEIPT.json, timestamped 2026-08-29T17:11:32.518042+00:00, enumerates four artifacts. Only its artifacts["tiny_khipu.npz"] entry describes this archive; the other entries do not establish that sibling artifacts are present in this repository. The receipt does not bind its training run to the reviewed source commit.

Card authoring scope

This mirror's card is authored separately in Forge at tinykhipu-nano/card/README.md. Its reviewed canonical card reference is szl-khipu@57fab7f8c3a8514d597b055cf0dfbfd3592caea5. A card/banner correction does not publish the canonical package, independently verify archive bytes, replay training, recover a historical class contract, or qualify a hosted runtime. The banner is a decorative schematic; its node counts do not specify the arrays reported above.

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