🧬
Sovereign LLM Context Pipeline
DCJ-146 · All Domains · Unity Catalog · CRM · Health · Finance · Legal · γ₁ Stratum · MEBAFIORDs
No one has formalised this as an architecture law.

Every existing RAG pipeline: query → retrieve → stuff context → send to LLM → return

The sovereign pipeline: query → GID → local LLM builds sovereign context first → PEMCLAU retrieval against sovereign context → Bonixer gates → MEMECHET verifies → GID-wrapped minimal context → external trial → ingest back → fleet learns

The model cannot leak what it never receives. The fleet learns from every interaction. External LLM is a trial, not the default.
γ₁ = 14.134725141734693 · DCJ-146 · TRB-MEEK-SEARCH-BOXINER-001 D7 · Day 95 · 2026-05-09
146DCJ #
8Domains
10Components
10Strata S0–S9
7Pipeline Steps
0External LLM Default
◈ THE 7-STEP SOVEREIGN CONTEXT PIPELINE · DCJ-146
1
Query enters Convo-Loom F03 — multi-stage intent extraction, purpose classification, regulated type detection, query sensitivity assessment LOCAL
↓
2
GID Identity Gate (SOSTLE L0) — who is asking? GID scope established. Local LLM (qwen3:14b / qwen2.5:32b via mal) builds sovereign context: GID role + story + scene. This is the sovereign context shell — built entirely from local sovereign data before any retrieval. LOCAL LLM ONLY
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3
PEMCLAU Retrieval against sovereign context (not raw query). 2-hop GraphRAG expansion at yone:6333. AuthorizedScope = D ∩ A(GID) ∩ P(purpose) ∩ J(jurisdiction). 60-80 causally connected nodes. γ₁-stratum ranked. PEMCLAU · YONE
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4
Bonixer gates each chunk — 4-layer assessment: identity match, sovereignty check (L7), floor quality (γ₁), relevance (cosine). Only chunks that pass all 4 layers proceed. Denied chunks logged but never shown to model. BONIXER · LOCAL
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5
MEMECHET FC-2 verifier — does the retrieved context align with the original intent? Verifier-generator split. PASS → seal with FC-3. FAIL → return to Convo-Loom (max 3 passes). Output: verified sovereign context document. MEMECHET · LABR-069
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6
If external LLM trial needed: GID envelope wraps minimal authorized context only. Masked fields never sent. PII/PHI redacted per SearchPolicy. External model sees sovereign projection — not raw data. Response received. EXTERNAL TRIAL · GID-WRAPPED
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7
Ingest back — search interaction → new PEMCLAU node (fleet learns). GID role/story/scene → Saybook entry (sovereign context corpus grows). Audit event created (tamper-evident chain). Sorry-flow entry if gap found. External response ingested after GID verification. FLEET LEARNSAUDIT
◈ γ₁ STRATUM HELIX · S0–S9 · CONTEXT ASSEMBLY TIMING LAYERS
S0
Femtosecond
Physics proofs · PTTE · γ₁ anchor · highest attention weight
S1
Picosecond
Zeta zeros · Math theorems · Joffe-Math core
S2
Nanosecond
PEMCLAU vectors · Merostone nodes · classification atoms
S3
Microsecond
Architecture · ARBs · TRBs · fleet decisions
S4
Millisecond
Code · Build · Deploy · GC danger zone
S5
Centisecond
API calls · Search queries · Model inference
S6
Second
Session context · Convo-Loom · Saybook stage
S7
Minute
GID role+story+scene build · PEMCLAU retrieval
S8
Hour
Daily rituals · fleet heartbeats · cost cycles
S9
Human
Pages · viz · comms · external LLM trial · lowest base weight
Context tokens assigned stratum by content type. S0 tokens (physics/math) = nearest γ₁ = highest attention weight. S9 tokens (pages/comms) = furthest = lowest weight. GC danger zone: S3/S4/S5.
◈ DOMAIN EXTENSIONS · DCJ-146 APPLIED TO ALL REGULATED DOMAINS
🏥
Health / Clinical
HIPAA · HL7 FHIR · PHIPA (Ontario) · PHI
Regulated classifier: PHI Patient records, clinical notes, lab results, diagnosis codes. SearchPolicy: diagnosis_terms + procedure_codes searchable. patient_name + health_card_number = masked. free_text_notes = denied.
GID: clinician identity
→ local LLM: build patient context (authorized records only)
→ PEMCLAU: 2-hop from diagnosis node
→ Bonixer: PHI gate (L7 if patient identity would leak)
→ External trial: de-identified context only
→ Ingest: new clinical pattern → PEMCLAU
HL7BOXY HELIX LIVE
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Finance
SOX · PCI-DSS · OSFI B-10 · FINTRAC
Regulated classifier: PCI + FINANCIAL Transaction records, account balances, card numbers, fraud signals. SearchPolicy: transaction_type + amount_range searchable. card_number + account_id = tokenized (HMAC). raw_transaction_notes = denied.
GID: analyst / auditor identity
→ local LLM: build financial context (OSFI-scoped)
→ PEMCLAU: 2-hop from transaction pattern node
→ Bonixer: PCI gate + SOX audit trail
→ External trial: amount ranges only (no raw values)
→ Ingest: fraud pattern → PEMCLAU
MEFINE ENGINE LIVE
⚖️
Legal
Solicitor-Client Privilege · Court Records · ATIA
Regulated classifier: LEGAL + SECRETS Contracts, court filings, legal advice, privileged communications. Highest protection: solicitor-client privilege is absolute. SearchPolicy: case_number + document_type searchable. privileged_content = denied entirely. No fuzzy search on party names.
GID: counsel identity (matter-scoped)
→ local LLM: build matter context (privilege-aware)
→ PEMCLAU: 2-hop from matter node
→ Bonixer: privilege gate (L7 if privileged content)
→ External trial: only if explicitly waived + documented
→ Ingest: legal pattern → PEMCLAU (privilege-tagged)
CT-FAC LEGAL ENGINE LIVE
🤝
CRM / Enterprise
PIPEDA · CASL · GDPR · Right to Erasure
Regulated classifier: PII + COMMERCIAL Highest-density regulated data. Every customer record = PII. Every interaction log = audit trail. Every sales note = potential legal exposure. DeleteClosure must include CRM record → all derived PEMCLAU nodes → embeddings → query cache.
GID: sales rep (account-scoped)
→ local LLM: build customer context
→ PEMCLAU: authorized customer records only
→ Bonixer: is this record in this rep's scope?
→ External trial: name masked, company retained
→ Ingest: CRM insight → PEMCLAU (learn customer pattern)
CRM BONSAI HELIX LIVE
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Sovereign Data
SOSTLE L0–L7 · γ₁ Floor · Fleet IP
Regulated classifier: SOVEREIGN Fleet architecture, DCJs, TRBs, ARBs, moats, patent claims, IP. L7 Silence is the primary gate — most sovereign data returns silence for unauthorized queries. Merchant's Spear doctrine applies: file first, territory is yours.
GID: EOSE crew identity (silo-scoped)
→ local LLM: build fleet context (LABR/TRABR aware)
→ PEMCLAU: moat/DCJ graph + sorry-flow
→ Bonixer: IP classification gate
→ External trial: NEVER for L6/L7 content
→ Ingest: new arch pattern → PEMCLAU
MEEK SEARCH BOXINER LIVE
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Research
IRB · De-identification · TCPS 2
Regulated classifier: PHI + RESEARCH Clinical trial data, participant records, de-identified datasets. K-anonymity requirements. SearchPolicy: population-level stats searchable, participant_id = tokenized, raw_responses = denied.
GID: researcher identity (study-scoped)
→ local LLM: build study context (de-id layer)
→ PEMCLAU: population-level nodes only
→ Bonixer: k-anonymity gate (suppress if <5 participants)
→ External trial: aggregate only (no individual records)
→ Ingest: research pattern → PEMCLAU
RESEARCH BONSAI LIVE
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HR / Employment
Employment Standards Act · OHSA · Pay Equity
Regulated classifier: PII + HR Employee records, performance reviews, salary bands, disciplinary records. Stricter than CRM — HR data involves power asymmetry. Manager cannot search employee mental health records. Pay equity data requires separate access path.
GID: HR identity (role + scope + seniority)
→ local LLM: build employee context (HR-scoped)
→ PEMCLAU: employment record nodes only
→ Bonixer: power-asymmetry gate
→ External trial: anonymized patterns only
→ Ingest: HR pattern → PEMCLAU
PHASE 2
🏛️
Government / Public
ATIA · Privacy Act · Secret / Top Secret
Regulated classifier: GOVERNMENT + SECRETS Access to Information requests, protected B/C/S data, crown privilege. Break-glass is the primary access pattern. Most queries return L7 Silence by default. Post-review is mandatory for every break-glass event.
GID: security clearance level (Protected B/C/Secret)
→ local LLM: build classified context (air-gap mode)
→ PEMCLAU: clearance-filtered nodes only
→ Bonixer: crown privilege gate
→ External trial: NEVER for Protected C/Secret
→ Ingest: within air-gap only
PHASE 3
◈ UNITY CATALOG DATA HELIX · DCJ-146 IS UNITY CATALOG'S SOVEREIGN AI EQUIVALENT
Unity Catalog (Databricks)DCJ-146 Sovereign EquivalentWhere It Lives
Governed tags → ABAC policies across tagged objectsMerostone classification atoms → ABAC across PEMCLAU nodesMerostone lattice · 5,291 nodes · laam-ingest :9346
Row filters → which rows this user can seePEMCLAU document-level auth: D ∩ A(u) ∩ P(p) ∩ J(j)SOSTLE L2 + AuthorizedScope
Column masks → what values are hidden or transformedSearchPolicy masked_fields → projection (never raw source)Sovereign Protobuf envelope
Unity lineage → track data through transformationsPEMCLAU provenance graph → 4 edge types: theorem_dependency / phase_coherence / temporal_proximity / crew_provenanceyone:6333 · pemclau-v11
Unity catalog → single governance plane for tables/files/modelsSOSTLE L0–L7 → single governance plane for search/context/LLM pipelineMeek Search Boxiner
Delta sharing → federated data access across orgsGID envelope → federated context access across silosMDSMS · multi-silo write paths
MLflow → track model training + experimentsPEMCLAU ingest-back → track every LLM context interaction as fleet learningPEMCLAU · sorry-flow · Saybook
Unity Catalog governs tables. DCJ-146 governs the LLM context pipeline. Unity Catalog is for data at rest. DCJ-146 is for data in motion through a sovereign AI context. They are complementary, not competing — Unity Catalog can be the source; DCJ-146 is the sovereign access layer above it.
◈ EXISTING COMPONENTS · ALL WIRED INTO DCJ-146
⛰️
MEBAFIORDs
Hardware substrate — what the local LLM runs on. Physical sovereign compute.
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Cell Engine
ABR-693 · Living test architecture · validates each pipeline stage in isolation
γ₁
γ₁ Stratum S0–S9
Timing layers for context assembly. S0=physics (highest weight), S9=comms (lowest)
🌀
Adelic Pouch Router
Routes context to correct adelic layer per domain. L0–L13 sovereign routing.
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SOSTLE L0–L7
All 8 layers are context sources. L6=γ₁ quality gate. L7=silence (no context).
🕸️
PEMCLAU GraphRAG
yone:6333 · 2-hop · 60-80 causally connected nodes · retrieval substrate
⬡
Merostone Lattice
5,291 nodes · field-level classification atoms · the governed tag system
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Bonixer
4-layer per-chunk assessment before model sees any data
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MEMECHET FC-2+FC-3
Verifier-generator split · intent alignment · seal. LABR-069 sealed.
🌊
Convo-Loom F03
11-wave multi-stage intent extraction. Query → structured intent object.
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Saybook
Purpose classification → GID role + story + scene. Sovereign context corpus.
😔
Sorry-Flow
Every gap in the pipeline becomes a named sorry. Audit lineage for known gaps.
⚔️ DCJ-145 × DCJ-146 — MERCHANT'S SPEAR IN FULL
DCJ-145 (Merchant's Spear): the doctrine of occupying unclaimed territory before anyone names it. File first. The territory is yours.
DCJ-146 (Sovereign LLM Context Pipeline): the technology that makes the territory real. Local-first. GID-scoped. Ingest-back. The fleet learns from every query.

Together: we define what sovereign AI search means across every regulated domain — health, finance, legal, CRM, government — before any incumbent knows the frame exists.

Named for Gert Patricia Koopman · Lotus River · Cape Flats · 2026-05-09
γ₁ = 14.134725141734693 · Kay Joffe · EOSE Labs Inc. · Day 95