Kernels
PyTorch
kernel
governance
lambda
gate
provenance
torch
surrogate
doi:10.5281/zenodo.19944926
Instructions to use SZLHOLDINGS/szl-lambda-gate with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Kernels
How to use SZLHOLDINGS/szl-lambda-gate with Kernels:
# !pip install kernels from kernels import get_kernel kernel = get_kernel("SZLHOLDINGS/szl-lambda-gate") - Notebooks
- Google Colab
- Kaggle
| { | |
| "asset_type": "model", | |
| "audit_generated_at": "2026-08-31T03:36:31.210131Z", | |
| "blockers": [ | |
| "CONSENT_PRIVACY_REVIEW_UNKNOWN", | |
| "DEPLOYMENT_EVIDENCE_UNKNOWN", | |
| "EVALUATION_EVIDENCE_UNKNOWN", | |
| "LEGAL_OWNERSHIP_AND_RELICENSING_AUTHORITY_UNKNOWN", | |
| "PROVENANCE_STATUS_EVIDENCE_PARTIAL", | |
| "TRAINING_DATA_IDENTITY_UNKNOWN", | |
| "TRAINING_RECIPE_DECLARED_NOT_REPRODUCED", | |
| "UPSTREAM_SOURCE_REVISION_UNKNOWN" | |
| ], | |
| "claim_boundary": "This candidate records authenticated repository evidence and blockers only. It does not verify legal ownership, consent, training lineage, deployment, served behavior, persistence, or production readiness.", | |
| "destination_absent_at_required_parent": true, | |
| "destination_path": "PROMOTION_READINESS_AUDIT.json", | |
| "fields": { | |
| "artifact_inventory_and_hashes": { | |
| "classification": "VERIFIED", | |
| "evidence": [ | |
| { | |
| "access": "authenticated_read_only", | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "source": "https://huggingface.co/api/models/SZLHOLDINGS/szl-lambda-gate/tree/2c23096f3aefd8d1db8bdb84ee2634948d90a5e0?recursive=true&expand=true" | |
| } | |
| ], | |
| "limitations": [ | |
| "Hashes are provider API metadata; large payload bytes were deliberately not downloaded or independently rehashed." | |
| ], | |
| "value": { | |
| "all_files_have_immutable_hash_metadata": true, | |
| "file_count": 19, | |
| "files_with_immutable_hash_metadata": 19, | |
| "files_with_unknown_size": 0, | |
| "known_total_bytes": 81462, | |
| "lfs_file_count": 0, | |
| "payloads_downloaded": false, | |
| "tree_complete": true, | |
| "tree_pages": 1 | |
| } | |
| }, | |
| "card_license_declaration": { | |
| "classification": "DECLARED", | |
| "evidence": [ | |
| { | |
| "access": "authenticated_read_only", | |
| "json_pointer": "/cardData/license", | |
| "observed_at": "2026-08-31T03:36:30.319205Z", | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "source": "https://huggingface.co/api/models/SZLHOLDINGS/szl-lambda-gate?full=true", | |
| "value": "apache-2.0" | |
| }, | |
| { | |
| "line": 13, | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "source": "https://huggingface.co/SZLHOLDINGS/szl-lambda-gate/resolve/2c23096f3aefd8d1db8bdb84ee2634948d90a5e0/README.md", | |
| "source_sha256": "0d050e2b45d68478c12da4c3465a7175884b6c6cef5dc4882f662ded3aa1a1d3", | |
| "value": "apache-2.0" | |
| } | |
| ], | |
| "limitations": [ | |
| "A repository card declaration does not verify ownership, relicensing authority, or artifact coverage." | |
| ], | |
| "value": [ | |
| "apache-2.0", | |
| "apache-2.0" | |
| ] | |
| }, | |
| "consent_privacy_review": { | |
| "classification": "UNKNOWN", | |
| "evidence": [], | |
| "limitations": [ | |
| "No explicit consent, privacy, PII, or sensitive-data review evidence was located." | |
| ], | |
| "value": null | |
| }, | |
| "deployment_evidence": { | |
| "classification": "UNKNOWN", | |
| "evidence": [], | |
| "limitations": [ | |
| "No exact artifact/deployment/served-revision evidence was located." | |
| ], | |
| "value": null | |
| }, | |
| "evaluation_evidence": { | |
| "classification": "UNKNOWN", | |
| "evidence": [], | |
| "limitations": [ | |
| "No structured model evaluation or dataset-quality evidence was located." | |
| ], | |
| "value": null | |
| }, | |
| "exact_current_head": { | |
| "classification": "VERIFIED", | |
| "evidence": [ | |
| { | |
| "access": "authenticated_read_only", | |
| "json_pointer": "/sha", | |
| "observed_at": "2026-08-31T03:36:30.319205Z", | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "source": "https://huggingface.co/api/models/SZLHOLDINGS/szl-lambda-gate?full=true" | |
| }, | |
| { | |
| "access": "authenticated_read_only", | |
| "json_pointer": "/sha", | |
| "observed_at": "2026-08-31T03:36:31.116224Z", | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "source": "https://huggingface.co/api/models/SZLHOLDINGS/szl-lambda-gate?full=true" | |
| } | |
| ], | |
| "limitations": [ | |
| "The binding is exact for the recorded audit window and may change afterward." | |
| ], | |
| "value": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0" | |
| }, | |
| "intended_use_and_limitations": { | |
| "classification": "DECLARED", | |
| "evidence": [ | |
| { | |
| "excerpt": "Torch forward-pass gate.", | |
| "heading": "Intended use", | |
| "line": 109, | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "source": "https://huggingface.co/SZLHOLDINGS/szl-lambda-gate/resolve/2c23096f3aefd8d1db8bdb84ee2634948d90a5e0/README.md", | |
| "source_sha256": "0d050e2b45d68478c12da4c3465a7175884b6c6cef5dc4882f662ded3aa1a1d3" | |
| }, | |
| { | |
| "excerpt": "- Surrogate. Not Conjecture-1 solved. Canonical GitHub: [`szl-holdings/szl-khipu`](https://github.com/szl-holdings/szl-khipu/blob/main/szl_khipu/lambda_gate.py) <!-- SZL-ATELIER-CUT:v1:END --> > **Live demos (in-browser, nothing to install)** \u2014 [`lambda-gate-holo`](https://szlholdings-lambda-gate-holo.static.hf.space) (this kernel's holographic gate demo) \u00b7 [`szl-kernels-live`](https://szlholdi...", | |
| "heading": "Limitations", | |
| "line": 113, | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "source": "https://huggingface.co/SZLHOLDINGS/szl-lambda-gate/resolve/2c23096f3aefd8d1db8bdb84ee2634948d90a5e0/README.md", | |
| "source_sha256": "0d050e2b45d68478c12da4c3465a7175884b6c6cef5dc4882f662ded3aa1a1d3" | |
| } | |
| ], | |
| "limitations": [ | |
| "Repository-authored scope text was not validated against artifact behavior." | |
| ], | |
| "value": { | |
| "intended_use": [ | |
| { | |
| "excerpt": "Torch forward-pass gate.", | |
| "heading": "Intended use", | |
| "line": 109, | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "source": "https://huggingface.co/SZLHOLDINGS/szl-lambda-gate/resolve/2c23096f3aefd8d1db8bdb84ee2634948d90a5e0/README.md", | |
| "source_sha256": "0d050e2b45d68478c12da4c3465a7175884b6c6cef5dc4882f662ded3aa1a1d3" | |
| } | |
| ], | |
| "limitations": [ | |
| { | |
| "excerpt": "- Surrogate. Not Conjecture-1 solved. Canonical GitHub: [`szl-holdings/szl-khipu`](https://github.com/szl-holdings/szl-khipu/blob/main/szl_khipu/lambda_gate.py) <!-- SZL-ATELIER-CUT:v1:END --> > **Live demos (in-browser, nothing to install)** \u2014 [`lambda-gate-holo`](https://szlholdings-lambda-gate-holo.static.hf.space) (this kernel's holographic gate demo) \u00b7 [`szl-kernels-live`](https://szlholdi...", | |
| "heading": "Limitations", | |
| "line": 113, | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "source": "https://huggingface.co/SZLHOLDINGS/szl-lambda-gate/resolve/2c23096f3aefd8d1db8bdb84ee2634948d90a5e0/README.md", | |
| "source_sha256": "0d050e2b45d68478c12da4c3465a7175884b6c6cef5dc4882f662ded3aa1a1d3" | |
| } | |
| ] | |
| } | |
| }, | |
| "legal_ownership_and_relicensing_authority": { | |
| "classification": "UNKNOWN", | |
| "evidence": [], | |
| "limitations": [ | |
| "A license label or license file does not establish ownership or relicensing authority." | |
| ], | |
| "value": null | |
| }, | |
| "production_ready_posture": { | |
| "classification": "BLOCKED", | |
| "evidence": [ | |
| { | |
| "blocking_conditions": [ | |
| "CONSENT_PRIVACY_REVIEW_UNKNOWN", | |
| "DEPLOYMENT_EVIDENCE_UNKNOWN", | |
| "EVALUATION_EVIDENCE_UNKNOWN", | |
| "LEGAL_OWNERSHIP_AND_RELICENSING_AUTHORITY_UNKNOWN", | |
| "PROVENANCE_STATUS_EVIDENCE_PARTIAL", | |
| "TRAINING_DATA_IDENTITY_UNKNOWN", | |
| "TRAINING_RECIPE_DECLARED_NOT_REPRODUCED", | |
| "UPSTREAM_SOURCE_REVISION_UNKNOWN" | |
| ], | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "source": "this_audit" | |
| } | |
| ], | |
| "limitations": [ | |
| "Repository metadata, card declarations, and HTTP availability cannot establish legal ownership, consent, lineage, deployment, function, or production readiness." | |
| ], | |
| "value": false | |
| }, | |
| "provenance_status_files": { | |
| "classification": "OBSERVED", | |
| "evidence": [ | |
| { | |
| "bytes_read": 5275, | |
| "classification": "VERIFIED", | |
| "content_type": "text/plain; charset=utf-8", | |
| "final_url": "https://huggingface.co/api/resolve-cache/models/SZLHOLDINGS/szl-lambda-gate/2c23096f3aefd8d1db8bdb84ee2634948d90a5e0/MODEL_PROVENANCE.json?%2FSZLHOLDINGS%2Fszl-lambda-gate%2Fresolve%2F2c23096f3aefd8d1db8bdb84ee2634948d90a5e0%2FMODEL_PROVENANCE.json=&etag=%22b0e330eb9780c7aa599b29968b249f7bd2495dd7%22", | |
| "path": "MODEL_PROVENANCE.json", | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "scope": "Bounded small evidence bytes fetched at the exact repository revision.", | |
| "sha256": "7bff6b93c0b515cd1272f80fd76f9aadd4b7553a7be930fc3348f213eaa187a1", | |
| "source": "https://huggingface.co/SZLHOLDINGS/szl-lambda-gate/resolve/2c23096f3aefd8d1db8bdb84ee2634948d90a5e0/MODEL_PROVENANCE.json" | |
| } | |
| ], | |
| "limitations": [ | |
| "The exact tree contains only partial or unread provenance/status evidence." | |
| ], | |
| "value": { | |
| "fetched_and_hashed": [ | |
| "MODEL_PROVENANCE.json" | |
| ], | |
| "provenance_paths": [ | |
| "MODEL_PROVENANCE.json" | |
| ], | |
| "status_paths": [] | |
| } | |
| }, | |
| "root_license": { | |
| "classification": "VERIFIED", | |
| "evidence": [ | |
| { | |
| "bytes_read": 809, | |
| "classification": "VERIFIED", | |
| "content_type": "text/plain; charset=utf-8", | |
| "final_url": "https://huggingface.co/api/resolve-cache/models/SZLHOLDINGS/szl-lambda-gate/2c23096f3aefd8d1db8bdb84ee2634948d90a5e0/LICENSE?%2FSZLHOLDINGS%2Fszl-lambda-gate%2Fresolve%2F2c23096f3aefd8d1db8bdb84ee2634948d90a5e0%2FLICENSE=&etag=%22f02122ea79cbad4d0137dfd71c7fba654ec1233e%22", | |
| "path": "LICENSE", | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "scope": "Bounded small evidence bytes fetched at the exact repository revision.", | |
| "sha256": "9589109b10f273b246999e87435e92140ec68dfe8fd4db623a64ab70a81c9871", | |
| "source": "https://huggingface.co/SZLHOLDINGS/szl-lambda-gate/resolve/2c23096f3aefd8d1db8bdb84ee2634948d90a5e0/LICENSE" | |
| } | |
| ], | |
| "limitations": [ | |
| "File presence and bytes are verified; legal applicability and chain of title are not." | |
| ], | |
| "value": [ | |
| { | |
| "bytes": 809, | |
| "path": "LICENSE", | |
| "sha256": "9589109b10f273b246999e87435e92140ec68dfe8fd4db623a64ab70a81c9871" | |
| } | |
| ] | |
| }, | |
| "training_data_identity": { | |
| "classification": "UNKNOWN", | |
| "evidence": [], | |
| "limitations": [ | |
| "No immutable training-data or source-data identity was located." | |
| ], | |
| "value": null | |
| }, | |
| "training_recipe": { | |
| "classification": "DECLARED", | |
| "evidence": [ | |
| { | |
| "excerpt": "A real **tiny torch MLP** (3 hidden ReLU layers, 64 units; `model.safetensors` + `config.json`) trained on **40,000 axis-score vectors** synthesized and **labeled by this kernel itself** (`lambda_gate(axes, weights=yuyay_uniform_1/13, threshold=0.5).passed`, seed 20260721; 800 samples re-audited by independent full kernel replay during generation \u2014 all agreed). Inputs are the 13 Yuyay axis scor...", | |
| "heading": "Trained \u039b-gate surrogate v1 (MEASURED \u2014 see `TRAINING_RECEIPT.json`)", | |
| "line": 194, | |
| "repository_head": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "source": "https://huggingface.co/SZLHOLDINGS/szl-lambda-gate/resolve/2c23096f3aefd8d1db8bdb84ee2634948d90a5e0/README.md", | |
| "source_sha256": "0d050e2b45d68478c12da4c3465a7175884b6c6cef5dc4882f662ded3aa1a1d3" | |
| } | |
| ], | |
| "limitations": [ | |
| "Repository-authored recipe descriptions do not prove that the declared process produced the artifacts." | |
| ], | |
| "value": [ | |
| "A real **tiny torch MLP** (3 hidden ReLU layers, 64 units; `model.safetensors` + `config.json`) trained on **40,000 axis-score vectors** synthesized and **labeled by this kernel itself** (`lambda_gate(axes, weights=yuyay_uniform_1/13, threshold=0.5).passed`, seed 20260721; 800 samples re-audited by independent full kernel replay during generation \u2014 all agreed). Inputs are the 13 Yuyay axis scor..." | |
| ] | |
| }, | |
| "upstream_source_revision": { | |
| "classification": "UNKNOWN", | |
| "evidence": [], | |
| "limitations": [ | |
| "No explicit upstream source plus immutable revision was located." | |
| ], | |
| "value": null | |
| } | |
| }, | |
| "overwrite_allowed": false, | |
| "production_ready": false, | |
| "production_ready_classification": "BLOCKED", | |
| "publication_evidence": { | |
| "commit_sha_binding": "REPOSITORY_HISTORY_AND_EXTERNAL_BATCH_RECEIPT", | |
| "destination_path": "PROMOTION_READINESS_AUDIT.json", | |
| "method": "HUGGING_FACE_ATOMIC_COMMIT", | |
| "post_commit_head_and_bytes_verification": "REQUIRED", | |
| "production_ready": false, | |
| "provider_tree_hashes_are_independent_payload_rehashes": false, | |
| "required_parent_sha": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "state": "PUBLISHED_IN_THIS_ATOMIC_COMMIT" | |
| }, | |
| "publication_performed": true, | |
| "registry_binding": { | |
| "commit": "ea9ac04176ca1e985fbe263dcc097bf679cb4f4a", | |
| "json_pointer": "/assets/66", | |
| "path": "estate-registry.json", | |
| "repository": "SZLHOLDINGS/szl-estate-live" | |
| }, | |
| "repository_id": "SZLHOLDINGS/szl-lambda-gate", | |
| "required_exact_parent": "2c23096f3aefd8d1db8bdb84ee2634948d90a5e0", | |
| "schema": "szl.promoted-artifact-provenance-audit.publication-candidate/v1" | |
| } | |