Kernels
Safetensors
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
surrogate v1: REAL trained torch MLP Λ-gate-decision surrogate (fidelity 0.967 MEASURED) + config + receipt + scripts + honest card/provenance
e5522a6 verified | { | |
| "schema": "szl.model-source-attestation/v1", | |
| "observed_at": "2026-07-12T00:27:14Z", | |
| "model": { | |
| "id": "SZLHOLDINGS/szl-lambda-gate", | |
| "repository_type": "model", | |
| "artifact_kind": "kernel-code-and-configuration", | |
| "trained_weights_present": true, | |
| "surrogate": { | |
| "file": "model.safetensors", | |
| "config": "config.json", | |
| "sha256": "79987d9dd53f6c5496569c588ac5203b8d4debda2d8ef9ee7147c43d4740358d", | |
| "role": "advisory \u039b gate-decision surrogate (torch MLP) \u2014 kernel \u039b remains sole ground truth", | |
| "fidelity_MEASURED": { | |
| "fidelity_vs_kernel_heldout": 0.967, | |
| "recall_GATE_PASS": 0.9912, | |
| "recall_GATE_FAIL": 0.9469 | |
| }, | |
| "receipt": "TRAINING_RECEIPT.json", | |
| "reverify": "python scripts/eval.py" | |
| }, | |
| "torch_only_note": "kernel is pure-torch; the OPTIONAL surrogate adds safetensors for weight IO" | |
| }, | |
| "source_of_record": { | |
| "state": "VERIFIED_HF_SOURCE_OF_RECORD", | |
| "platform": "huggingface", | |
| "repository": "SZLHOLDINGS/szl-lambda-gate", | |
| "artifact_base_revision": "fb0481cfc4046c52898aa83a96b1c118a6372f1a", | |
| "artifact_base_state": "MEASURED_PRE_ATTESTATION_BASE", | |
| "artifact_base_url": "https://huggingface.co/SZLHOLDINGS/szl-lambda-gate/tree/fb0481cfc4046c52898aa83a96b1c118a6372f1a", | |
| "file_count": 10, | |
| "tree_sha256": "439f5a91386453cc1d6d5248dd5f80915b2c87e1a7d079fda38eef420103e3f2", | |
| "tree_hash_algorithm": "sha256 of UTF-8 path + NUL + per-file sha256 + LF, sorted by path; .cache excluded" | |
| }, | |
| "public_github": { | |
| "state": "VERIFIED_DOWNSTREAM_MIRROR_WITH_DIVERGENCE", | |
| "repository": "szl-holdings/szl-lambda-gate", | |
| "repository_url": "https://github.com/szl-holdings/szl-lambda-gate", | |
| "artifact_mirror_commit": "dd6dd1160999fd0d0f61ee86b7dfce847d91f3fa", | |
| "artifact_mirror_url": "https://github.com/szl-holdings/szl-lambda-gate/tree/dd6dd1160999fd0d0f61ee86b7dfce847d91f3fa", | |
| "artifact_mirror_commit_declares": "Mirrors huggingface.co/SZLHOLDINGS/szl-lambda-gate", | |
| "artifact_scope": { | |
| "state": "PARTIAL_EXACT_MATCH_WITH_DECLARED_HF_ORIGIN", | |
| "exact_files": 4, | |
| "compared_files": 5, | |
| "exact_paths": [ | |
| { | |
| "hf": "build.toml", | |
| "github": "build.toml", | |
| "sha256": "5c5ebbfe83770a898b8b8893e342c2c5547c65cd2b5a96146b14e3abb9411f3b" | |
| }, | |
| { | |
| "hf": "build/torch-universal/szl_lambda_gate/__init__.py", | |
| "github": "torch-ext/szl_lambda_gate/__init__.py", | |
| "sha256": "6c5a954105e36c7536cff25c566c6b41889aa31740a7d188d5ab909b77d25750" | |
| }, | |
| { | |
| "hf": "build/torch-universal/szl_lambda_gate/_ops.py", | |
| "github": "torch-ext/szl_lambda_gate/_ops.py", | |
| "sha256": "6adf1dc42e7a9e6da914e304da9720438e59c234104e11f3e5ccaa45ecee23b6" | |
| }, | |
| { | |
| "hf": "build/torch-universal/szl_lambda_gate/layers.py", | |
| "github": "torch-ext/szl_lambda_gate/layers.py", | |
| "sha256": "cde2de167d89002ad0cc63a4de205848f14eae0c649c19e2a8a96665a63806f2" | |
| } | |
| ], | |
| "divergent_path": { | |
| "hf": "build/torch-universal/szl_lambda_gate/_lambda.py", | |
| "hf_sha256": "fc250a19d6a302cf11b9b75fe03ec408ff1039789cceb6d2b948e2827f9c904b", | |
| "github": "torch-ext/szl_lambda_gate/_lambda.py", | |
| "github_sha256": "eb4cd79bc008487a4c705765deff66cff8fbe0b8024976739bc807124c79f9ec" | |
| } | |
| }, | |
| "observed_main": { | |
| "commit": "d3a91edbe2595bac1ead1007963b4b7b8857eb19", | |
| "state": "DIVERGENT_AFTER_HARDENING_AND_CONSOLIDATION", | |
| "exact_files": 3, | |
| "compared_files": 5, | |
| "divergent_paths": [ | |
| "torch-ext/szl_lambda_gate/__init__.py", | |
| "torch-ext/szl_lambda_gate/_lambda.py" | |
| ] | |
| } | |
| }, | |
| "claims": { | |
| "github_repository_parity": "NOT_CLAIMED", | |
| "github_artifact_scope_parity": "NOT_CLAIMED_DUE_TO_RECORDED_DIVERGENCE", | |
| "reproducible_build": "NOT_CLAIMED", | |
| "trained_model": "SURROGATE_PRESENT_MEASURED_FIDELITY", | |
| "serving_process_revision": "NOT_APPLICABLE_REPOSITORY_ARTIFACT" | |
| }, | |
| "limits": [ | |
| "The GitHub mirror commit declares Hugging Face as its origin but differs in one of five compared artifact files; it is lineage evidence, not parity evidence.", | |
| "Current GitHub main is not the published Hub artifact and must not be substituted without a new build and verification wave.", | |
| "The attestation overlay cannot self-embed its resulting Hub commit, so the immutable artifact_base_revision is the measured pre-overlay base.", | |
| "No .bin, .safetensors, .pt, .pth, .onnx, or .gguf weight artifact was present in the measured base tree." | |
| ] | |
| } |