558
Git Commits
12
Functional Clusters
6
Agent Types
32
CI/CD Workflows
9
DMAIC Phases (0-8)
19
Knowledge Packs
Key Findings
| P1 FIXED | ci-codex.yml typo (GBOBEB → GBOGEB) |
| P1 FIXED | change_detector.py syntax error (missing method def + duplicate) |
| DOCUMENTED | 4 pipeline orchestrator variants need study before consolidation |
| DOCUMENTED | 6 canonical index files analyzed — all unique, all preserved |
| MISSING | docs_versioned/, DMAIC_V3/docs/handover/, tools_v2.3/, tracking_v2.3/ |
| ELEVATED | 12-CLUSTER architecture elevated to primary organizing principle |
| CONFIRMED | DOW is GOVERNANCE (not legacy) — omnipotent oversight layer |
| CONFIRMED | v0.31 is ACTIVE (not archived) — contains canonical foundation |
Deliverables Generated
| Document | Purpose |
|---|---|
| lineage_analysis.md | Complete version lineage with git heritage |
| 12_cluster_vision.md | Elevated 12-CLUSTER documentation |
| ssot_artifacts_catalog.md | All user truth artifacts analyzed |
| tool_ecosystem_map.md | DOW, KEB, GBOGEB interconnections |
| recovery_report.md | Corrupted file recovery attempts |
| integration_test_results.md | Smoke test outputs |
| main_README_proposed.md | Short main README draft |
| p1_p2_p3_implementation_log.md | All changes documented |
⭐ 12-CLUSTER Architecture — The Core Functioning Model
The 12-CLUSTER is NOT a rigid numbered system — it is a functional agent architecture organized by responsibility.
ANALYSIS TIER (C1-C4)
| C1: Define | Problem scoping | Ready |
| C2: Measure | Data collection | Ready |
| C3: Analyze | Pattern detection | Ready |
| C4: Improve | Solution generation | Ready |
DOCUMENTATION TIER (C5-C6)
| C5: Doc Gen | Auto-documentation | Ready |
| C6: Version | Lineage tracking | Ready |
RECURSIVE TIER (C7-C8)
| C7: Recursive | Self-improvement | Ready |
| C8: Orchestrator | Coordination hub | BLOCKER |
KNOWLEDGE TIER (C9-C12)
| C9: KEB | Task execution | Partial |
| C10: GBOGEB | Governance | Partial |
| C11: Temporal | Time tracking | Schema |
| C12: Metrics | Collection | Ready |
DMAIC Phase ↔ Cluster Mapping
| Phase | Primary | Secondary | V3 Status |
|---|---|---|---|
| 0: Init | C8, C9, C10 | C11, C12 | 100% |
| 1: Define | C1, C3 | C10-C12 | 75% |
| 2: Measure | C1, C3, C4 | C9, C12 | 0% |
| 3: Analyze | C3, C4 | C7, C12 | 0% |
| 4: Improve | C4, C7 | C5, C6 | 0% |
| 5: Control | C8, C10 | C11, C12 | 0% |
Note: Phases 2-5 exist in V2.x legacy code — need porting to V3 framework
Version Lineage — Parallel Development Streams
V1.0 (Legacy Foundation - referenced only)
│
├─→ V2.1 (Production Baseline)
│ └── 17 root scripts, deployment package, bridge tests
│
├─→ v0.31 (Canonical Foundation) ◄── ACTIVE, NOT archived
│ └── Canonical indexes, DOW config, DMAICEngine (phases 0-5)
│
├─→ v0.32 (Production Pipeline)
│ └── Full 10-phase pipeline (0-9), Docker, CI/CD validation
│
├─→ v0.32.1 UNIFIED (Merged Knowledge)
│ └── v031(68) + v032(30) merged, 6 agents, 4 orchestrators, 19 KPs
│
├─→ V2.2 (Infrastructure)
│ └── Orchestrator, KEB foundation, MCP Controller
│
├─→ V2.3 (Active Development)
│ └── 6/6 agents upgraded, orchestrator v3.0, KEB/GBOGEB integrated
│
└─→ V3.0-V3.3 (Engine & Documentation)
└── 12-Cluster, agent framework, convergence, temporal tracking
Git Heritage (558 commits)
| Milestone | Commit | Impact |
|---|---|---|
| DMAIC_V3 v0.4.0 Enterprise | 971b35e | Major feature commit |
| GitHub Enterprise v0.4.1 | b1d3e2c | 17 workflows validated |
| Orchestrator fix | 447cb66 | Tuple/dict return handling |
| Handover roundtrip | 5a1a228 | Artifact update (created empty scripts) |
Unique Contributions per Version
| Version | Unique Artifacts | Delete-Safe? |
|---|---|---|
| v0.31 | Canonical indexes, DOW config, pre-commit hooks | NO — Foundation |
| v0.32 | Full pipeline, Docker, issue resolver | NO — Unique pipeline |
| UNIFIED | Agent registry, orchestrator rankings, knowledge packs | NO — Knowledge base |
| DMAIC_V3 | 12-Cluster impl, agent framework, convergence | NO — Active engine |
DOW — Design of Work (GOVERNANCE Layer)
DOW is NOT legacy. It is the omnipotent governance layer providing oversight across: Design, Code, HUMAN, MCP, GITHUB, and CRYO knowledge.
| Domain | DOW Role | Implementation |
|---|---|---|
| Design | Architecture decisions | ADRValidator (Phase 6) |
| Code | Quality gates | min_coverage=0.80, max_complexity=10 |
| HUMAN | Documentation | MarkdownTangler, handover generators |
| MCP | IDE integration | VS Code, Cursor connectivity |
| GITHUB | Git/CI/CD | git_manager.py, 32 workflows |
| CRYO | Domain knowledge | KEB integration, QPLANT RTM |
KEB — Knowledge Execution Bridge
Multi-threaded task scheduler: 4-12 workers, priority queue, resource monitoring (14GB system)
Known issue: timeout at scale
GBOGEB — Observability & Governance
Metric collection, compliance checking, quality gates (70/100 threshold), audit trails
Known issue: timeout with 10+ JSON files
Agent ↔ DOW Interaction Matrix
| Agent | Interactions | Primary Components |
|---|---|---|
| AnalyzerAgent | 50+ | TaskRunner, StateStore |
| BuilderAgent | 40+ | VersionControl, TaskRunner |
| ValidatorAgent | 30+ | ADRValidator, RTMValidator |
| KnowledgeAgent | 25+ | Devour, Recall |
| IntegrationAgent | 15+ | Git Manager, StateStore |
| ReportingAgent | 10+ | MarkdownTangler |
| Total | 170+ |
SSOT Artifacts Inventory
| Type | Count | Status |
|---|---|---|
| Excel (.xlsx) | 2 | Found — QPLANT RTM with 16 requirements |
| WORD_MASTER_*.docx | 0 | Not in repo — may be local only |
| PDF files | 0 | Not in repo |
| PowerPoint | 0 | Not in repo — template exists in slides/ |
| Canonical indexes | 6 | All preserved |
| Master indexes (.md) | 4+ | Present |
QPLANT Cryoplant Requirements (from RTM)
| ID | Requirement | Priority |
|---|---|---|
| RTM-01 | Uninterrupted 2K operation ≥90 days | High |
| RTM-02 | Maintenance schedule constraints | High |
| RTM-03 | 40-year lifetime | High |
| RTM-04 | ≥50 warm-up/cool-down cycles (300K↔2K) | High |
Total: 16 requirements across QPLANT, QINFRA, QCELL, QDIST subsystems
Module Import Tests
| Module | Status | Notes |
|---|---|---|
| DMAIC_V3.config.DMAICConfig | PASS | Core config loads |
| DMAIC_V3.core.state.StateManager | PASS | State management works |
| TwelveClusterOrchestrator | PASS | ⚠️ KEB/GBOGEB warnings |
| full_pipeline_orchestrator | PASS | Main orchestrator |
| full_pipeline_orchestrator_clean | PASS | Clean variant |
| dmaic_v3_engine | FAIL | `DMAIC_V3.phases.phase0_setup` module missing |
| full_pipeline_orchestrator_fixed | FAIL | Missing docstring prefix |
| local_mcp.agent_orchestrator | FAIL | Dotted filename is not importable as a Python module name |
Corrupted File Recovery
| File | Issue | Recovery |
|---|---|---|
| full_pipeline_orchestrator_corrupted.py | 10 merge conflict markers | Content available in _fixed variant |
| change_detector.py | Syntax error (missing def + duplicate) | FIXED ✅ |
| 12 zero-byte files | Committed empty | Preserved as placeholders |
GitHub Actions Workflows (32 active + 2 legacy)
| Category | Workflows | Count |
|---|---|---|
| DMAIC Core | ci.yml, dmaic-enterprise-ci.yml, dmaic-phase-execution.yml | 3 |
| DOW Integration | dow-integration, dow-main-cicd, dow-monitoring, dow-scheduled | 4 |
| CI/CD Pipeline | abacus-cicd, ci-abacus, ci-codex, ci-enhanced, main | 5 |
| CD/Deploy | cd, cd-unified | 2 |
| Documentation | book-build, export-docs, validate_docs | 3 |
| Testing | bridge-ci, smoke-test, validate-setup | 3 |
| Branch Mgmt | branch-analysis, branch-pruner, copilot-pr-creator | 3 |
| Monitoring | ci_monitor, reports | 2 |
| Specialized | format-check, gbogeb-integration, inventory, recursive-build, sprint-trigger, tooling-ci, v23-cicd | 7 |
P1 Tasks (High Priority) — COMPLETED
| DONE | Fix GBOBEB → GBOGEB typo in ci-codex.yml |
| DONE | Fix change_detector.py syntax error |
| DOCUMENTED | Python version audit (no 3.8 found; 3.9 should upgrade) |
| DOCUMENTED | 4 pipeline orchestrators studied |
| DOCUMENTED | 6 canonical index files analyzed |
P2 Tasks (Medium Priority) — COMPLETED
| DONE | 7 section READMEs created |
| DONE | Main README proposed (12-CLUSTER primary) |
| DONE | 32 root scripts documented by purpose |
| DONE | Sub-directory workflows documented |
P3 Tasks (Lower Priority) — DOCUMENTED
| ANALYZED | Workflow consolidation candidates identified |
| ANALYZED | docs_versioned/ structure inferred |
| ANALYZED | 12-chapter handover book mapped |