Instructions to use SZLHOLDINGS/szl-govsign with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Kernels
How to use SZLHOLDINGS/szl-govsign with Kernels:
# !pip install kernels from kernels import get_kernel kernel = get_kernel("SZLHOLDINGS/szl-govsign") - Notebooks
- Google Colab
- Kaggle
szl-govsign
Signed governance provenance. Not a model. No weights.
IS: a software kernel that builds in-toto / DSSE envelopes over an SZL governance predicate (Λ advisory, MEASURED energy, honest-BLOCKED, allow/block) and signs them with ECDSA P-256. Public API: attest, verify, build_governance_predicate, generate_ephemeral_keypair, selfcheck.
IS NOT: trained weights. Not a CUDA bench. A signature proves integrity and key possession only — it does not prove Λ uniqueness and does not upgrade advisory to proven trust (proven_trust stays locked False). Hub model.joblib is QUARANTINED executable serialization — do not joblib.load it. GitHub is the approved source.
Canonical GitHub source: https://github.com/szl-holdings/szl-govsign
Hub package: https://huggingface.co/kernels/SZLHOLDINGS/szl-govsign
This model-type repo is the publish / card mirror. Apache-2.0.
<!-- SZL-ATELIER-CUT:v1:START -->
## The cut
Attestation as a library, not a PDF.
Every organ speaks DSSE.
### Silhouette → leave → SZL
| Leader | Take, then tweak |
|---|---|
| Anthropic | No equivalent public kernel. |
| NVIDIA | Signed containers / in-toto in supply chain. |
| Unsloth | No. |
Nobody else ships this combination. That is the point of a one-of-one.
## Intended use
Sign receipts. Verify offline.
## Limitations
- Kernel.
Canonical GitHub: [`szl-holdings/szl-govsign`](https://github.com/szl-holdings/szl-govsign/blob/main/README.md)
<!-- SZL-ATELIER-CUT:v1:END -->
from kernels import get_kernel
gs = get_kernel("SZLHOLDINGS/szl-govsign", revision="main", trust_remote_code=True)
print(gs.selfcheck())
Energy labels are MEASURED-only (modeled/fabricated values are rejected). A BLOCKED verdict is signed as BLOCKED — never flipped. Imports: stdlib + cryptography. Prior art: in-toto, DSSE, Sigstore model-transparency. The https://szl.holdings/governance/v1 predicate is SZL's own.
Λ = Conjecture 1 (advisory, never a theorem). Doctrine v11. Copyright 2026 SZL Holdings · Stephen P. Lutar · ORCID 0009-0001-0110-4173.
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