szl-kernels / MODEL_PROVENANCE.json
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{
"schema": "szl.model-source-attestation/v2",
"observed_at": "2026-07-30T19:33:24Z",
"model": {
"id": "SZLHOLDINGS/szl-kernels",
"repository_type": "model",
"artifact_kind": "governed kernel code and configuration with trained SZL-MiniEmbed embeddings",
"trained_weights_present": true,
"surrogate": {
"name": "SZL-MiniEmbed v1",
"files": {
"vectors.npz": "053d839490ea95ed03dd1059f68474ef77cfcf04b2e727b29da9bc617abe4020",
"vocab.json": "7862ebac9193d010606d89fb5aa6c046cbd638590d7a40c068c7bb60b3ed665e",
"config": "config.json"
},
"role": "intrinsic word-embedding companion over the SZL text estate; the kernel suite remains the primary artifact",
"method": "distance-weighted term-term co-occurrence, PPMI, and TruncatedSVD",
"fidelity_measured": {
"vocab_size": 3290,
"embedding_dim": 128,
"svd_explained_variance_ratio": 0.3146,
"probe_terms_in_vocab": 20,
"claim_scope": "INTRINSIC_SANITY_ONLY"
},
"receipt": "TRAINING_RECEIPT.json",
"reverify": "python scripts/eval.py"
}
},
"source_of_record": {
"state": "GITHUB_CANONICAL_SOURCE",
"platform": "github",
"repository": "szl-holdings/szl-kernels",
"url": "https://github.com/szl-holdings/szl-kernels",
"exact_revision_evidence": "publication.json in the Hugging Face artifact",
"publication_contract": "publishing/source-binding.json",
"publication_workflow": "https://github.com/szl-holdings/szl-forge/blob/main/.github/workflows/publish-szl-kernels.yml"
},
"artifact_history": {
"imported_from": "https://huggingface.co/SZLHOLDINGS/szl-kernels",
"imported_hub_revision": "46730d363d1b2cf69c1ef770c60bb84a3356b574",
"history_preserved": true
},
"claims": {
"github_source": "CANONICAL",
"huggingface_source_binding": "EXACT_GIT_REVISION_AFTER_MAIN_PUBLICATION_AND_READBACK",
"artifact_equivalence": "BYTE_IDENTICAL_DECLARED_FILE_SET_AFTER_PUBLICATION",
"reproducible_build": "BOUNDED_REPLAY_ONLY",
"trained_model": "TRAINED_EMBEDDINGS_PRESENT",
"independent_quality_certification": "NOT_CLAIMED",
"serving_process_revision": "NOT_APPLICABLE_REPOSITORY_ARTIFACT"
},
"replay_contract": {
"dependencies": "requirements-replay.txt",
"checks": [
"shipped vectors and vocabulary SHA-256 match TRAINING_RECEIPT.json",
"mean top-k neighbor-set Jaccard overlap is at least 0.90",
"SVD explained-variance delta is at most 0.02"
],
"byte_identical_retraining": "NOT_CLAIMED"
},
"limits": [
"SZL-MiniEmbed is a NumPy word-embedding table, not a transformer language model.",
"The original receipt records a build environment that is not the public replay matrix; CI therefore validates bounded semantic replay rather than bit-identical weights.",
"The intrinsic nearest-neighbor checks are not a downstream benchmark.",
"The kernel suite is advisory. Lambda remains Conjecture 1 (open).",
"A signature or hash proves integrity and origin, not accuracy or performance."
]
}