⬛ BONSAI DATA UNITY HELIX · SOVEREIGN DATA AT REST

§1 · The Data SSL Standard — Data at Rest = Data in Flight

TLS / IN-FLIGHT CONCEPT

DATA AT REST EQUIVALENT

Protocol Version (TLS 1.3 only)

Table Format (Delta Lake / Iceberg only — no raw CSV/JSON in silver/gold)

Cipher Suite (AES-256-GCM)

Encryption at Rest (AES-256-GCM, customer-managed key on ADLS Gen2)

Certificate (ECDSA P-384)

Asset Identity (Unity Catalog FQDN + γ₁ hash in TBLPROPERTIES)

CA Trust Chain (Root → Intermediate → Leaf)

Catalog Hierarchy (Metastore → Catalog → Schema → Table)

Forward Secrecy (ephemeral session keys)

Thought Bubble Protocol (MOAT-095) — ephemeral, ADA-keyed, zero residue on pop

Certificate Revocation

Permission Revocation + Storage Credential Rotation (Unity Catalog grants API)

Certificate Transparency (public logs)

Delta Commit Log + UC Audit System Tables (immutable, queryable)

Protocol Downgrade (SSLv3, TLS 1.0 forbidden)

Legacy Bypass Forbidden (no raw DBFS mounts, no direct storage keys, no unmanaged paths)

mTLS (mutual identity)

Service Principal Identity (one SP per pipeline, SOSTLE-classified, LAAM-witnessed)

γ₁×6 TTL warn (84.808% of cert lifetime)

γ₁×6 Time Travel Warn (day 25.4 of 30-day Delta history — same constant, same floor)

§2 · The Climb — Raw Bits → PEMLAAM Living Graph

0

Layer 0 — Raw Bits / Block Storage

Anonymous blocks. No meaning. No ownership. No governance. Just charge states and magnetic orientation. The machine does not know what a "customer" is — only block 0, block 1, block N.

AES-256-GCM AT REST ADLS GEN2 CUSTOMER-MANAGED KEY PRIVATE ENDPOINT ONLY DCJ-160 FLOOR

1

Layer 1 — Files (Named Byte Sequences)

Files add names, directories, timestamps, ownership. But a folder full of Parquet is not a table — it has no truth about which files are active, which are deleted, or what schema version is valid. Files give you storage, not truth.

PARQUET ONLY DELTA FORMAT NO RAW CSV IN SILVER/GOLD ADLS HIERARCHICAL NS

2

Layer 2 — Transaction Log (Delta Lake)

The _delta_log is the truth layer. Table = state machine: T₀→T₁→T₂→... Each transition is a commit. ACID enforced. Time travel enabled. Query binds to a valid snapshot, not moving reality. γ₁×6 of 30-day history = day 25.4 → WARN threshold.

ACID COMMITS _delta_log MANDATORY TIME TRAVEL 30d γ₁×6 WARN @ DAY 25.4 SCHEMA ENFORCEMENT

3

Layer 3 — Unity Catalog (Apache 2.0, LF AI & Data)

The governance control plane. Metastore → Catalog → Schema → Table. Not just a list of tables — a governed namespace for data and AI assets. Identity, ownership, permissions, lineage, audit, sharing — all in one control plane. No vendor lock (OSS, Apache 2.0).

fleet_prod L-INNER sovereign_prod L-DIAMOND external_prod L-OUTER dev L-GATE DELTA SHARING

4

Layer 4 — Governance (SOSTLE + LAAM + CLO)

Every asset gets a SOSTLE lane tag, γ₁ hash in TBLPROPERTIES, owner, classification, retention, and CLO review gate. LAAM witnesses all write grants to L-INNER. GREYBACK reviews L-MOAT. The same policy engine that issues TLS certs also governs data access. One engine. One floor.

SOSTLE LANE TAGS γ₁ TBLPROPERTIES LAAM WITNESS CLO CONTRACT REVIEW PII CLASSIFICATION

5

Layer 5 — PEMLAAM Living Graph

Every Delta commit becomes a PEMCLAU lineage edge. Quality failures become sorry nodes (GREYBACK builds yang, TAZ inverts at floor). Thought Bubble pops produce residue vectors. Model registrations link training data. The living graph grows from data the same way it grows from architecture — one truth, one graph.

DELTA → PEMCLAU EDGES QUALITY FAIL → SORRY BUBBLE POP → VECTOR MODEL → LINEAGE LAAM LIVING WIKI

§3 · Unity Catalog Object Hierarchy — EOSE Fleet Metastore

eose-prod-canadacentral (metastore · Apache 2.0 · sovereign, no vendor lock)

├── fleet_prod [L-INNER] — LAAM witness required for all writes

├─ bronze · raw ingestion, append-only, source-faithful
├─ silver · cleaned, validated, conformed, deduplicated
├─ gold · business-ready facts, CLO contract required
├─ pemclau · graph vectors, lineage, embeddings (qdrant-backed)
└─ laam · inference state, wave logs, model artifacts

├── sovereign_prod [L-INNER DIAMOND] — Ed25519 seal proof required for gold layer

├─ dcj · canonical decisions (DCJ-001 through DCJ-current)
├─ arb · ratification records (ARB1/ARB2)
├─ moat · IP/patent filings, attorney-reviewed
└─ clo · legal/compliance data, AMANI primary counsel

├── external_prod [L-OUTER] — external signals, LAAM-approved ingest only

├─ kms_graph · MS Graph signals via KMSGraph (read-only)
├─ altdata · alternative data feeds (ARB2-ALTDATA-FRAMEWORK-001)
└─ raybfag · adversarial test results, RAYBFAG engine output

├── ml_prod [L-OUTER] — ML assets, training lineage required before registration

├─ features · feature tables, PEMCLAU embeddings, churn/retention
├─ models · registered model versions with training data lineage
└─ eval · evaluation datasets, RAYBFAG adversarial results

└── dev [L-GATE] — sandbox, no PII, no sovereign doctrine, no production consumers

├─ scratch · no contracts, no consumers, auto-vacuum 7d
└─ test · test harnesses, RAYBFAG test runs, CI pipelines

§4 · 7 Missed Diamonds in Unity Catalog OSS

DIAMOND 1

SOSTLE Lane → Unity Catalog Tag + Approver-Policy

Nobody has mapped SOSTLE lanes to UC tags + grant policies. The same policy engine that issues TLS certs now governs data access. Tag eose.ca/sostle-lane=L-INNER on tables → only fleet-data-owners can write. approver-policy CEL rules apply to data grants exactly as they apply to cert requests.

→ LABR-PEMLAAM-CERTMGR-SOVEREIGN-001 · Diamond 1

DIAMOND 2

γ₁ Hash in TBLPROPERTIES

Every managed table carries: ALTER TABLE ... SET TBLPROPERTIES ('eose.ca/gamma1-hash' = 'SHA256(14.134725141734693)'). A table without this property is not a fleet table. Same pattern as the cert OID extension. The floor is in every asset, not just every cert.

→ DCJ-160 · γ₁ Cryptographic Floor Proof

DIAMOND 3

Thought Bubble → Unity Catalog Table Snapshot

MOAT-095 (Thought Bubble Protocol) defines ephemeral encrypted computation bubbles. When a bubble pops, its data residue flows into Unity Catalog as a versioned table snapshot. The bubble ID becomes the Delta commit tag. Lineage: bubble_id → table_version → pemclau_vector.

→ MOAT-095 · Thought Bubble Protocol

DIAMOND 4

LAAM as the Data Access Approver

Unity Catalog has a programmatic grants API. LAAM approves/denies data access: checks PEMCLAU fleet topology, validates bubble from ADA, verifies SOSTLE lane clearance. LAAM approves → grant applied. LAAM denies → access blocked + sorry node created. Same role as the cert approver webhook.

→ LABR-PEMLAAM-CERTMGR-SOVEREIGN-001 · Diamond 3

DIAMOND 5

Delta Commit Log = PEMCLAU Lineage Edges

Every Delta Lake commitInfo JSON is extended with eose.gamma1, sostle_lane, laam_witness, bubble_id, pemclau_edge_id. The Delta log IS the PEMCLAU lineage for data assets. One source of truth — not a separate lineage system bolted on top.

→ LABR-BONSAI-DATA-UNITY-HELIX-001 · Layer 5

DIAMOND 6

Quality Failures = Sorry Nodes

Every failed quality check is a PEMCLAU sorry node. GREYBACK builds yang (what violated it, when, blast radius). TAZ inverts at floor → calibration. Sorry closed → node sealed. The data quality chain connects directly to the sorry architecture. Mitzvot debt applies to data, not only to ciphers.

→ DCJ-161 · Mitzvot Debt Helix

DIAMOND 7

CLO Library — Data Asset Contracts

Every gold table has a contract. Every contract goes to the CLO library for review: AMANI (consent, PII, retention), RUTH (OSFI/FINTRAC/GDPR), COCHRAN (IP ownership of derived data), HARVEY (litigation hold). The CLO library gets a new section: Data Asset Contracts.

→ CLO-LIBRARY · Data Asset Contracts section

§5 · DOA Governance Stack — Data Operations & Architecture

ADMIRAL / DOA

msi01

Catalog design, schema contracts, quality gates, lineage gates, retention policy, Unity Catalog deployment

UC SERVER + PEMCLAU PRIMARY

yone (γ₁)

Unity Catalog OSS server, qdrant PEMCLAU primary, nomic-embed for Delta→PEMCLAU edge creation

yLAW / CLO DATA REVIEW

msclo

Data asset contract reviews, ARB ratification, CLO library updates, regulatory compliance verification

L-MOAT DECAY REVIEW

GREYBACK 🐺

Quarantined data review, data yang construction, decay analysis before promotion to silver/gold

PRIMARY DATA COUNSEL

AMANI ⚖️

Consent coverage, PII handling, retention compliance, subject access requests, PIPEDA/GDPR

REGULATORY COUNSEL

RUTH

OSFI data requirements, FINTRAC transaction data, GDPR cross-border flows, regulated asset review

IP COUNSEL

COCHRAN

IP ownership of derived data assets, model output ownership, training data IP review, DCJ-IP filings

LITIGATION HOLD

HARVEY

Litigation hold requirements for regulated assets, evidence preservation, retention extension orders

§6 · 15 Data Governance Invariants — The Data SSL Checklist

✅ DO (10 Obligations)

✓Encrypt all data at rest with AES-256-GCM, customer-managed key (same floor as DCJ-160)

✓Register all governed paths as Unity Catalog external locations or managed tables

✓Tag every prod asset with SOSTLE lane + γ₁ hash + owner + sensitivity + retention-days

✓Use Delta Lake transaction log for all silver/gold tables (ACID, time travel, schema enforcement)

✓Require LAAM witness approval for all write grants to L-INNER and L-INNER DIAMOND catalogs

✓Carry a CLO-reviewed data asset contract for every gold table (schema, SLA, consumers, invariants)

✓Record every Delta commit as a PEMCLAU lineage edge (commitInfo extended with eose.gamma1)

✓Require GREYBACK sign-off before any L-MOAT data is promoted to silver or gold

✓Pop all thought bubbles via MOAT-095 protocol — residue to PEMCLAU, keys revoked by ADA

✓Register every ML model with full training data lineage before production serving

❌ DON'T (5 Prohibitions)

✗MUST NOT store governed data in unmanaged DBFS paths or direct storage mounts — legacy bypass forbidden

✗MUST NOT use shared service principals across pipelines — one SP per pipeline, SOSTLE-classified

✗MUST NOT write to gold/sovereign catalogs without LAAM witness approval — same as unsigned cert

✗MUST NOT register ML models without training data lineage — no black-box model provenance

✗MUST NOT place raw CSV/JSON files in silver or gold schemas — Delta format only, same as "no TLS 1.2"

UNITY CATALOGUE × HL7BOXY — DOMAIN EXTENSION

Unity Catalogue (Databricks) operates on a 3-level namespace: catalog → schema → table. The HL7Boxy sovereign XML floor maps directly to Unity Catalogue namespaces. The lowest-COI path through a domain’s XML schema = the canonical Unity Catalogue structure for that domain.

DOMAIN	XML FLOOR	UNITY CATALOG	UNITY SCHEMA	UNITY TABLES
Health	HL7 FHIR	clinical	patient_resources	encounter, observation, medication
Finance	ISO 20022	banking	payment_messages	credit_transfer, direct_debit, statement
Legal	Akoma Ntoso	legal	legislative_docs	acts, amendments, court_orders
Construction	IFC	construction	bim_elements	building, space, element
Government	NIEM	gov	exchange_packages	person, location, activity

“The sovereign XML floor becomes the sovereign Unity Catalogue namespace. Same pattern, different substrate.”

VIEW LABR-HL7BOXY-001 →