🪢 SZL Holdings Data Lake (szl-lake)

A public, signed, diligence-defensible corpus of governance provenance. Every governed action in the SZL substrate emits an ECDSA P-256 DSSE-signed Khipu receipt onto a hash-linked Merkle DAG. This dataset aggregates those receipts together with formal-verification doctrine snapshots, the Zenodo paper record, SBOM pointers, and compliance attestations so a reviewer can verify the claims end-to-end.

Doctrine v11 LOCKED · 749 declarations / 14 unique axioms / 163 tracked sorries · Λ = Conjecture 1 (open, not a theorem).

Viewer contract

The Dataset Viewer intentionally exposes only khipu/*_receipts.parquet as the default receipts configuration. Those files share one fixed schema. The lake's other JSON, NDJSON, evidence, doctrine, and manifest files remain available by path, but they are heterogeneous artifacts and are not coerced into one false table.

The three byte-identical empty receipt chains are valid fixed-schema Parquet placeholders, not duplicated observations. They are retained for stable per-organ paths, contribute zero rows to the viewer, and are recorded in khipu/EMPTY_CHAIN_MANIFEST.json with their hashes and row counts.

What's inside

SZLHOLDINGS/szl-lake/
├── README.md                         # this card
├── lake_index.json                   # master index — every file + sha256 + receipt counts
├── khipu/                            # live signed Khipu receipts, one parquet per organ
│   ├── amaru_receipts.parquet        # 14 real DSSE-signed tick receipts
│   ├── sentra_receipts.parquet       # 2 real signed verdict receipts
│   ├── a11oy_receipts.parquet        # live chain (currently empty — honest)
│   ├── rosie_receipts.parquet        # live chain (currently empty — honest)
│   ├── killinchu_receipts.parquet    # live chain (endpoint not yet exposed — honest)
│   └── EMPTY_CHAIN_MANIFEST.json     # hashes + zero-row declarations for empty chains
├── papers/manifest.json              # paper + concept/umbrella/version DOI links
├── trajectories/                     # multi-turn agent sessions (schema published; seeding pending)
├── sboms/manifest.json               # CycloneDX + SPDX pointers
├── doctrine/                         # periodic state snapshots + cosign fingerprints
├── attestations/                     # Section 889 · SLSA L1 (honest) attestations
└── keys/                             # cosign P-256 public keys + manifest

Receipt schema (khipu/*.parquet)

column	meaning
receipt_id / actual_hash	SHA-256 of the committed receipt (Khipu chain node)
predicted_hash	parent / predicted chain head (receipts.in ≡ receipts.out)
organ · kind · index	emitting organ, receipt kind, chain index
lambda · lambda_pass	13-axis geometric-mean Λ score and pass flag
lutar_anchor	lutar-lean kernel SHA the runtime pins (c7c0ba17)
decl · axioms · sorries	doctrine numbers carried in the receipt payload
dsse_sig · dsse_keyid · dsse_pae_sha256 · dsse_signed	DSSE signature material
verify_key_url	where to fetch the cosign public key

No PII. Receipts carry only hashes, axis scores, organ/kind, doctrine numbers, and timestamps. A PII scan (email/SSN/phone patterns) ran clean before publication.

Read it

from datasets import load_dataset

receipts = load_dataset("SZLHOLDINGS/szl-lake", "receipts")
print(receipts["train"])

Or read one Parquet artifact directly:

import pyarrow.parquet as pq

table = pq.read_table(
    "hf://datasets/SZLHOLDINGS/szl-lake/khipu/amaru_receipts.parquet"
)
print(table.to_pandas().head())

How to verify a receipt with cosign

Each receipt is signed with an ECDSA P-256 key (keyid: szlholdings-cosign, or per-organ keys under keys/).

curl -sL https://huggingface.co/datasets/SZLHOLDINGS/szl-lake/resolve/main/keys/org-cosign.pub -o cosign.pub
cosign verify-blob --key cosign.pub --signature <dsse_sig> <receipt-payload>

Per-organ fingerprints (SHA-256 of the public key) are pinned in keys/MANIFEST.json and doctrine/v11_snapshot_20260602.json.

Honesty notes (diligence-defensible)

• lake build status: current szl-holdings/lutar-lean@3f3ad80d passed both the Lake build and Lean kernel check. Those current-main checks are separate from this dataset's locked Doctrine v11 snapshot: receipts remain pinned to kernel commit c7c0ba17 and the 749/14/163 baseline in doctrine/v11_snapshot_20260602.json; additive experimental declarations are not silently promoted into that locked baseline.
• Empty chains are shown as empty. Three organ chains have no receipts yet; their Parquet files are valid but empty rather than padded with synthetic data.
• SBOMs and trajectories are pointer manifests where the corpus has not yet been seeded; the schemas are published so consumers can build against them today.

Cite this

Part of the SZL Holdings Ouroboros Thesis (Governed Post-Determinism).

Concept DOI (always-latest): 10.5281/zenodo.19944926. Author: Stephen P. Lutar Jr. · ORCID 0009-0001-0110-4173 · License CC-BY-4.0. Full DOI-pinned lineage and the paper index: szl-papers PAPERS_INDEX.

Honesty (Doctrine v11): Λ unconditional uniqueness is Conjecture 1 (machine-checked false as stated), never a theorem; conditional uniqueness is Theorem U (axiom-free). Locked-proven formulas are exactly 8 {F1,F4,F7,F11,F12,F18,F19,F22}; experimental theorems are a separate CI-green tier; Khipu BFT safety is Conjecture 2. Trust never 100%.

@dataset{szl_holdings_data_lake,
  title        = {SZL Holdings Data Lake},
  author       = {Lutar, Stephen Paul and {SZL Holdings}},
  year         = {2026},
  publisher    = {Hugging Face},
  doi          = {10.5281/zenodo.20434276},
  note         = {Concept DOI: 10.5281/zenodo.19944926. Doctrine v11 LOCKED 749/14/163.},
  url          = {https://huggingface.co/datasets/SZLHOLDINGS/szl-lake}
}

Explore the SZL Holdings estate

a-11-oy.com · a11oy Space · killinchu · all SZLHOLDINGS datasets and models · GitHub org