Instructions to use SZLHOLDINGS/szl-khipu-kernels with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Kernels
How to use SZLHOLDINGS/szl-khipu-kernels with Kernels:
# !pip install kernels from kernels import get_kernel # a version (or an explicit revision) is required; see the "Files and versions" tab for the available ones kernel = get_kernel("SZLHOLDINGS/szl-khipu-kernels", version=1) - Notebooks
- Google Colab
- Kaggle
SZL Khipu Kernels
Inspect a software collection of advisory Ξ, YARQA, and other small reference operations.
Artifact: Atelier Python kernel software Β· Stage: Software / reference
Explore in Command Lab Β· Build Β· Evidence
Before you use it
- This is a model-namespace software card. First-class native kernel release qualification and package API parity are UNKNOWN.
- The preserved comparison and signing language does not establish a qualified build, CUDA performance, or publisher authorization.
- Ξ remains advisory with Conjecture 1 OPEN. Energy measurement is UNAVAILABLE; no trained-model qualification follows from software presence.
Technical details and evidence
The original Atelier description is preserved below as historical source. Its architecture, comparison, measurement, and signing language does not qualify another archive or establish a new result.
szl-khipu-kernels
Lambda-gate, YARQA, NumPy silhouettes in one kernel repo.
Family. kernel Β· Evidence. KERNEL Β· Weights. kernel
Hub: SZLHOLDINGS/szl-khipu-kernels
The cut
A suite, not a zoo. One doctrine, several ops.
The cuDNN of governed inference β smaller, stricter, signed.
Silhouette β leave β SZL
| Leader | Take, then tweak |
|---|---|
| Anthropic | Principles compiled to ops. |
| NVIDIA | Direct take: kernel packaging. |
| Unsloth | No. |
Nobody else ships this combination. That is the point of a one-of-one.
Intended use
Import the ops. Do not pretender-load as transformers.
Limitations
- Not a neural model.
Honesty
| Claim | Label |
|---|---|
| This card's numbers | KERNEL |
| Energy / joules | UNAVAILABLE unless a signed meter says MEASURED |
| Ξ uniqueness | Conjecture 1 OPEN β not a theorem |
| GGUF as the signed object | FALSE |
Doctrine v11 LOCKED Β· 749 declarations Β· 14 axioms Β· 163 sorries Β· locked-proven 8.
Apache-2.0. Copyright 2026 SZL Holdings Β· Stephen P. Lutar Jr. Β· ORCID 0009-0001-0110-4173.
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