Instructions to use SZLHOLDINGS/a11oy-v19-substrate with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Kernels
How to use SZLHOLDINGS/a11oy-v19-substrate with Kernels:
# !pip install kernels from kernels import get_kernel kernel = get_kernel("SZLHOLDINGS/a11oy-v19-substrate") - Notebooks
- Google Colab
- Kaggle
a11oy v19 Substrate β Governance Policy Model
β οΈ This is a governance policy/spec card β not a loadable model. It ships documentation, manifests, proofs, and an eval trace β there is no weights/config artifact to
from_pretrained. For live governed inference, use the Space: https://huggingface.co/spaces/SZLHOLDINGS/a11oy
Doctrine v11 LOCKED. No marketing. Every number resolves to a CI log, a Lean proof, or a Zenodo DOI.
Governance policy model card for a11oy v19 β the governed execution fabric organ. Policy weights are DSSE-signed at training time and verified against the Lean kernel at lutar-lean@c7c0ba17. 9 packages, 248 unit assertions.
The model encodes the 44-formula anchor gate set as hard policy constraints. No agentic action passes without clearing all 44 anchor formula gates. RAE-1 protocol (a11oy#122) defines the authorization handshake sequence.
Live receipts: a11oy Space. DOI: 10.5281/zenodo.20431181.
Quickstart β consume this card
Honest scope: this repo is a docs / spec / proof bundle, not a Hugging Face Kernel Hub kernel. It ships no
build.tomland nobuild/torch-universal/β¦package, sokernels.get_kernel("SZLHOLDINGS/a11oy-v19-substrate")does not apply here (it would fail). Consume the artifacts it does ship withhuggingface_hub, and load the runtime governed kernels that enforce this policy fromszl-kernels.
1) Fetch this card's artifacts (docs, DSSE-signed deploy manifests, proofs, eval trace):
pip install huggingface_hub
from huggingface_hub import snapshot_download, hf_hub_download
# Whole bundle (docs + payloads/deploy manifests + proofs + eval trace):
path = snapshot_download("SZLHOLDINGS/a11oy-v19-substrate")
# β¦or a single artifact β e.g. the sample eval trace and the metadata:
trace = hf_hub_download("SZLHOLDINGS/a11oy-v19-substrate", "EVAL_TRACE_SAMPLE.jsonl")
meta = hf_hub_download("SZLHOLDINGS/a11oy-v19-substrate", "a11oy-metadata.json")
Output (not executed here): local filesystem paths to the cached snapshot / files. There is
no weights/config artifact to from_pretrained β this card publishes documentation, signed
deploy manifests, Lean-proof pointers, and a sample eval trace, not model weights.
2) Load the runtime kernels that enforce this policy (the loadable half of the estate):
pip install kernels
from kernels import get_kernel
# The loadable governed kernels live in the szl-kernels suite (universal, pure-Python):
suite = get_kernel("SZLHOLDINGS/szl-kernels", revision="main", trust_remote_code=True)
print(suite.selfcheck()) # one-shot CPU health probe for the runtime suite
For live governed inference, use the a11oy Space (this card is the policy/spec; the Space is the running organ).
State (live 2026-06-28)
| Metric | Value | Verify |
|---|---|---|
| Lean declarations | 749 | lutar-lean@c7c0ba17 |
| Lean axioms | 15 (14 unique) | A1βA18 honest gap |
| Lean sorries | 112 baseline + 51 Putnam = 163 total | lutar-lean@c7c0ba17 |
| Locked proven | 8 {F1, F4, F7, F11, F12, F18, F19, F22} | lutar-lean@c7c0ba17 |
| Anchor formulas | 44 specified | a11oy#114 |
| Kernel green | Mathlib 4.13.0 d7317655 | PR #106 |
| HF Spaces | 11 | SZLHOLDINGS org |
| HF Datasets | 27 (19 public + 8 private) | SZLHOLDINGS org |
| HF Models | 8 | SZLHOLDINGS org |
| Zenodo DOIs | 6 release + 1 concept alias | 10.5281/zenodo.20434276 |
| RAE-1 protocol | merged | a11oy#122 |
| Putnam honest | 10/12 | agi-forecast |
Cross-references
- Thesis: Ouroboros Thesis v18 Β· DOI 10.5281/zenodo.20434276
- Lean companion: lutar-lean Β· DOI 10.5281/zenodo.20424992
- Receipts: MCP server Β· szlholdings-hatun-mcp.hf.space
- Test results: SZLHOLDINGS/test-results
- Catalog: SZLHOLDINGS on HuggingFace
- Source: szl-holdings/a11oy on GitHub
Provenance
| Field | Value |
|---|---|
| Ecosystem stage | operational |
| Ecosystem stage matrix | SZLHOLDINGS org |
| MCP gateway | szlholdings-hatun-mcp.hf.space |
| Doctrine | v11 LOCKED (749/14/163 @ c7c0ba17) β no marketing language, every number resolves to a CI log or Zenodo DOI |
| Thesis DOI | 10.5281/zenodo.20434276 |
| Lean companion DOI | 10.5281/zenodo.20424992 |
| Author | Stephen Paul Lutar Jr. Β· ORCID 0009-0001-0110-4173 |
SZL Kernels Suite
This policy card sits alongside the szl-kernels governed-kernel suite (the loadable kernels that enforce the policy at runtime):
| Repo | Lane |
|---|---|
szl-kernels |
hub β unified suite, cross-kernel UnifiedReceiptChain |
szl-governed-norm |
RMSNorm/LayerNorm + SHA3-256 receipts |
szl-lambda-gate |
advisory Ξ gate (Conjecture 1, OPEN) |
governed-inference-meter |
MEASURED-joule energy accounting (NVML) |
szl-govsign |
signed governance attestation (DSSE / in-toto) |
szl-blocked |
honest-BLOCKED state + EU AI Act Annex IV DRAFT |
szl-provctl |
provenance-DAG verify + in-toto/SLSA interop |
Live Spaces: a11oy Β· hatun-mcp.
Related β Governed Kernels collection: Governed Kernels β verifiable AI building blocks groups the whole family in one page. This card is a docs/showcase bundle (governance policy, proofs, eval trace) β not a loadable weights model. Live console: a11oy Β· a-11-oy.com Β· llm-router Β· receipt verifier Β· receipt spec (hub).
SZL Holdings Β· 11 Spaces / 27 datasets (19 public) / 8 models Β· Lean 749/14/163 @ c7c0ba17 Β· HF org Β· Doctrine v11 LOCKED
Signed-off-by: Stephen Lutar stephenlutar2@gmail.com
Citation
Part of the SZL Holdings Ouroboros Thesis β concept DOI 10.5281/zenodo.19944926 (Stephen P. Lutar, Jr., ORCID 0009-0001-0110-4173). Doctrine v11 LOCKED; Ξ = Conjecture 1.
Signed-off-by: Stephen Lutar stephenlutar2@gmail.com
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