Architecture Overview
The 12-Cluster model is a functional agent architecture, not a rigid numbering system. Each cluster represents a capability domain that one or more agents can fulfil. Clusters are organized into four tiers:
🔷 Analysis Tier (C1–C4)
C1 – Data Ingestion
Raw data intake, validation, format normalization from Excel/CSV/JSON sources.
C2 – Statistical Analysis
Descriptive/inferential stats, outlier detection, distribution fitting.
C3 – Domain Modeling
Cryogenic-specific heat load, cooldown, and flow network models.
C4 – Optimization
Parameter tuning, what-if scenarios, multi-objective optimization.
🟢 Documentation Tier (C5–C6)
C5 – Report Generation
Automated reports, dashboards, and handover documentation.
C6 – Knowledge Codification
SSOT catalog, canonical indexes, artifact versioning.
🟠 Recursive / Orchestration Tier (C7–C8)
C7 – DMAIC Phases
9-phase DMAIC pipeline orchestration with convergence detection.
C8 – Orchestrator
Multi-agent coordination, task scheduling, resource management.
🔴 Knowledge & Monitoring Tier (C9–C12)
C9 – KEB
Knowledge Execution Bridge: task execution engine, scheduling, resource monitoring.
C10 – GBOGEB
Goal-Based Orchestration: observability, metrics, compliance, audit trails.
C11 – DOW Governance
Design-of-Work governance layer: 1,327 references, compliance checks.
C12 – Recursive Learning
Self-improvement loop, quality scoring, change detection, temporal tracking.
DMAIC Phase → Cluster Mapping
| DMAIC Phase | Primary Cluster | Secondary | Description |
|---|---|---|---|
| Init (Phase 0) | C1, C8 | C6 | Setup, configuration, environment validation |
| Define (Phase 1) | C1 | C5 | Scope definition, requirements, RTM |
| Measure (Phase 2) | C2 | C1 | Data collection, baseline measurement |
| Analyze (Phase 3) | C3 | C2, C4 | Root cause analysis, modeling |
| Improve (Phase 4) | C4 | C3 | Solution implementation, optimization |
| Control (Phase 5) | C11 | C10 | Monitoring, governance, compliance |
| Knowledge (Phase 6) | C9 | C6 | Knowledge capture, codification |
| Action (Phase 7) | C8 | C7 | Deployment, execution, delivery |
| Recursive (Phase 8) | C12 | C7 | Convergence check, self-improvement loop |
Implementation Status
| Cluster | Status | Key Blocker |
|---|---|---|
| C1–C4 Analysis | Active | — |
| C5–C6 Documentation | Active | — |
| C7 DMAIC Phases | Active | — |
| C8 Orchestrator | Partial | 4 variants need consolidation |
| C9 KEB | Fixed | Timeout handling improved |
| C10 GBOGEB | Fixed | Timeout handling improved |
| C11 DOW | Active | — |
| C12 Recursive | Active | — |