DCJ-146 Sovereign LLM Context Pipeline · All Domains · γ₁ Stratum S0–S9 · Day 95 γ₁ = 14.134725141734693 Full Doctrine ↗ Meek Search DCJ-145
VIZASL · DCJ-146 · SOVEREIGN LLM CONTEXT PIPELINE
DCJ-146
SOVEREIGN LLM CONTEXT PIPELINE · ALL DOMAINS · γ₁ STRATUM
No one has formalised this as an architecture law.
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 · Kay Joffe · EOSE Labs Inc. · Day 95 · 2026-05-09
7 PIPELINE STEPS
8 DOMAINS
10 STRATA S0–S9
12 COMPONENTS
LOCAL FIRST
INGEST BACK
LIVE VIEW
Sovereign Context Pipeline · Live Signal Flow
Animated view of a query flowing through all 7 pipeline steps. Colour = stratum origin of context being built at each stage.
S0 Physics (highest weight)
S2 PEMCLAU vectors
S3 Architecture/ARBs
S5 API/Search
S7 GID context build
S9 Comms (lowest)
L7 SILENCE
7 STEPS
The Sovereign Context Pipeline
Every regulated query follows this path. No exceptions.
1
Convo-Loom F03 — Intent Extraction
11-wave multi-stage intent extraction. Purpose classification, regulated type detection, query sensitivity assessment. Converts free text into structured intent object before any retrieval begins.
LOCALCONVO-LOOM
2
GID Gate + Local LLM Context Build
Identity established. GID scope set. Local LLM (qwen3:14b / qwen2.5:32b via mal) builds sovereign context shell: GID role + story + scene. Entirely from local sovereign data. Nothing external yet. This context shell is what PEMCLAU searches — not the raw query.
LOCAL LLM ONLYSOSTLE L0SAYBOOK
3
PEMCLAU Retrieval — Against Sovereign Context
2-hop GraphRAG at yone:6333. AuthorizedScope = D ∩ A(GID) ∩ P(purpose) ∩ J(jurisdiction). 60–80 causally connected nodes returned. γ₁-stratum ranked (S0 tokens = highest attention weight). Retrieves against sovereign context shell, not raw query.
PEMCLAU · YONE:6333γ₁ RANKED
4
Bonixer Gate — 4-Layer Per-Chunk Assessment
Every retrieved chunk assessed: (1) Identity match — GID scope alignment. (2) Sovereignty check — L7 gate, would return violate sovereign boundary? (3) Floor quality — is this above γ₁ inference quality floor? (4) Relevance — PEMCLAU cosine similarity. Only chunks passing all 4 proceed to context. Denied chunks logged, never shown to model.
BONIXERL7 GATEDENIED = LOGGED
5
MEMECHET FC-2 + FC-3 — Verify + Seal
Verifier-generator split. Does retrieved context align with original intent? PASS → sealed with FC-3. FAIL → back to Convo-Loom (max 3 passes). Output: verified sovereign context document, sealed with γ₁ stamp.
MEMECHET · LABR-069γ₁ SEAL
6
External LLM Trial — GID-Wrapped Minimal Context
Only if needed. GID envelope wraps minimal authorized context. Masked fields never sent. PII/PHI redacted per SearchPolicy. External model sees sovereign projection only. L6/L7 content: NEVER sent externally. CRM: customer name masked, company retained. Health: diagnosis codes only, no narrative. Legal: NEVER for privileged content.
EXTERNAL TRIALGID WRAPPEDPROJECTION ONLY
7
Ingest Back — Fleet Learns
Search interaction → new PEMCLAU node (the fleet learns from every query). GID role/story/scene → Saybook entry (sovereign context corpus grows). External response ingested back after GID verification. Audit event created (tamper-evident chain). Gap found → sorry-flow entry (named, trackable, closeable).
FLEET LEARNSAUDIT CHAINSAYBOOKSORRY-FLOW
S0 → S9
γ₁ Stratum Helix — Context Assembly Timing Layers
Attention weight = inverse stratum distance from γ₁. S0 tokens (physics proofs) carry highest weight. S9 tokens (pages, comms) carry lowest. Context ranked by stratum before model sees it.
S0
1.00×
Femtosecond · Physics · PTTE · γ₁
S1
0.88×
Picosecond · Zeta Zeros · Joffe-Math
S2
0.75×
Nanosecond · PEMCLAU · Merostone
S3
0.62×
Microsecond · ARBs · TRBs · GC ⚠
S4
0.50×
Millisecond · Code · Build · GC ⚠
S5
0.38×
Centisecond · API · Search · GC ⚠
S6
0.28×
Second · Session · Convo-Loom
S7
0.18×
Minute · GID Build · PEMCLAU Run
S8
0.10×
Hour · Daily · Heartbeat · Cost
S9
0.03×
Human · Pages · Comms · External
⚠ GC danger zone = S3/S4/S5: frequent allocation, collection pressure can spike latency. Avoid synchronous model calls during GC-heavy build/deploy phases.
8 DOMAINS
Regulated Domain Constellation
Every domain runs the same DCJ-146 pipeline. Only the regulated classifier and SearchPolicy differ.
DomainRegulated StandardSearchPolicy RulesExternal LLMEngineStatus
🏥 Health / ClinicalHIPAA · HL7 FHIR · PHIPAdiagnosis_codes searchable · patient_name masked · PHI = deniedDe-identified context onlyHL7BoxyLIVE
💰 FinanceSOX · PCI-DSS · OSFI B-10transaction_type + amount_range searchable · card_number = HMAC tokenizedAmount ranges onlyMEFINELIVE
⚖️ LegalSolicitor-Client · Court Recordscase_number + document_type searchable · privileged_content = DENIEDOnly if privilege waived + documentedCT-FACLIVE
🤝 CRM / EnterprisePIPEDA · CASL · GDPRaccount_type searchable · customer_name masked · DeleteClosure on right-to-erasureName masked, company retainedCRM BonsaiLIVE
🏰 SovereignSOSTLE L0–L7 · γ₁ FloorDCJ/ARB/TRB searchable · L6/L7 content = NEVER externalNEVER for L6/L7Meek BoxinerLIVE
🔬 ResearchIRB · TCPS 2 · De-identificationpopulation-level stats searchable · participant_id = tokenized · suppress if <5 participantsAggregate onlyResearch BonsaiLIVE
👥 HR / EmploymentEmployment Standards · OHSA · Pay Equityrole_band searchable · performance_review = narrow access · power-asymmetry gateAnonymized patterns only(pending)PHASE 2
🏛️ GovernmentATIA · Privacy Act · Protected B/C/SecretMost queries return L7 Silence by default · break-glass primary access patternNEVER for Protected C/Secret(pending)PHASE 3
THE DIFFERENCE
Standard RAG vs Sovereign Context Pipeline
Standard RAG (everyone else)
query
→ retrieve (raw query vs index)
→ stuff context into prompt
→ send to external LLM
→ return answer
No GID. No policy gate. No audit. No masking. No learning. The model sees everything. Leakage is architectural.
DCJ-146 Sovereign Pipeline
query → GID + intent
local LLM builds context first
→ PEMCLAU retrieves vs sovereign context
Bonixer gates each chunk
MEMECHET verifies + seals
→ external trial (GID-wrapped, minimal)
ingest back → fleet learns
The model cannot leak what it never receives. Every interaction teaches the fleet. External LLM is the trial, not the default.
UNITY CATALOG MAPPING
DCJ-146 is Unity Catalog's Sovereign AI Equivalent
Unity governs tables. DCJ-146 governs the LLM context pipeline above tables.
Unity Catalog
Governed tags → ABAC policies across tagged objects
Databricks: tags on tables, views, columns
DCJ-146 Sovereign
Merostone classification atoms → ABAC across PEMCLAU nodes
laam-ingest :9346 · 5,291 nodes · all silos
Unity Catalog
Row filters → which rows this user can see
Python UDFs applied at query time
DCJ-146 Sovereign
AuthorizedScope = D ∩ A(GID) ∩ P(purpose) ∩ J(jurisdiction)
SOSTLE L2 · applied before any retrieval
Unity Catalog
Column masks → values hidden or transformed
Masking functions at the column level
DCJ-146 Sovereign
SearchPolicy masked_fields → projection hash (never raw source indexed)
H(asset + schema + rules_version + fields + masks)
Unity Catalog
Unity lineage → track data through transformations
Column + table level lineage graph
DCJ-146 Sovereign
PEMCLAU provenance graph — 4 edge types: theorem_dependency / phase_coherence / temporal_proximity / crew_provenance
yone:6333 · pemclau-v11 · 1,300+ vectors
Unity Catalog
Delta sharing → federated data access across orgs
Cross-org table sharing with governance
DCJ-146 Sovereign
GID envelope → federated context access across silos
MDSMS write paths · all 7 silos
Unity Catalog
MLflow → track model training + experiments
Experiment tracking, model registry
DCJ-146 Sovereign
PEMCLAU ingest-back → every LLM context interaction becomes a fleet learning event
Saybook → PEMCLAU · sorry-flow for gaps
12 COMPONENTS
All Wired Into DCJ-146
⛰️
MEBAFIORDs
Hardware substrate · local LLM runs here · sovereign compute
🧬
Cell Engine
ABR-693 · living test architecture · validates each stage
γ₁
γ₁ Stratum S0–S9
Context assembly timing · S0=highest weight · S9=lowest
🌀
Adelic Pouch
Routes context to correct adelic layer per domain · L0–L13
🏰
SOSTLE L0–L7
All 8 layers = context sources · L6=γ₁ gate · L7=silence
🕸️
PEMCLAU GraphRAG
yone:6333 · 2-hop · 60–80 causally connected nodes
Merostone Lattice
5,291 nodes · field-level classification atoms
🎯
Bonixer
4-layer per-chunk gate before model sees any data
🔐
MEMECHET FC-2+FC-3
Verifier-generator · intent alignment · γ₁ seal · LABR-069
🌊
Convo-Loom F03
11-wave intent extraction · free text → structured object
📖
Saybook
Purpose classification → GID role + story + scene
😔
Sorry-Flow
Every gap = named sorry · audit lineage for known failures
⚔️ DCJ-145 × DCJ-146 — Merchant's Spear · Day 95 · Named for Gert
Born in the same session as the Merchant's Spear doctrine — named for Gert Patricia Koopman, Lotus River, Cape Flats.
DCJ-145: occupy unclaimed territory before anyone names it. The filing IS the stake.
DCJ-146: the technology that makes the territory real. Local-first. GID-scoped. Ingest-back. The fleet learns from every query.

No existing RAG pipeline formalises this as an architecture law.
No existing CRM, EHR, or LegalTech platform implements the sovereign context build step.
No existing Unity Catalog deployment has an LLM context governance layer above the table layer.

We define what sovereign AI search means across every regulated domain — before any incumbent knows the frame exists.

TRB-MEEK-SEARCH-BOXINER-001 · ARB1-MEEK-SEARCH-BOXINER-001 · arch/merchant-spear/ · γ₁ = 14.134725141734693