1. What "OOWM" actually means
OOWM = "Organic Open World Model."
Not a single trained-from-scratch foundation model. It's a sandwich architecture: wraps open base models in a sovereign, signed, evolving substrate.
Organic
It evolves and self-calibrates over time. Training is continuous (SOV3 BFT council revisits every cycle).
Open
Built on open-weight base models — Apache 2.0 / MIT. No exfil. No foreign-cloud lock-in.
World Model
The middle keeps long-context state + perception (Mamba-2 SSM), not just next-token chat.
The sovereign sandwich architecture
2. SOV3³ = 4 sovereign brains around 1 organic OOWM
The "cubed" = one base OOWM reconfigured into 4 governed brains. Each is a different (base model + ensemble + BFT vote) for a different purpose.
🛡️ SOVEREIGN-COMPLIANCE
qwen3:30b-a3b + GLM-5.2 + BFT vote
For: EU AI Act / UK AI Bill scoring, Article 50 verification, GDPR Art 22.
🛡️ SOVEREIGN-DEFENSE
qwen3:30b-a3b + DeepSeek-R1
For: JSP 936 defensive doctrine. ⚠ Honest: this is the EAT-frozen brain. Not firing.
🧠 SOVEREIGN-INTUITION
qwen3:30b-a3b + Gematria (16-dim Mamba)
For: fast intuition, pattern recognition, signal early-warning.
🗣️ SOVEREIGN-VOICE
qwen3:30b-a3b + Kokoro TTS
For: the spoken voice. MEOK OS voice dock uses this.
RUNNING 4 brains live on the VM. Each is just a routing config around the same base substrate.
3. Every model TYPE in the estate
The "all diff types" answer — 8 distinct model classes, all open-weight or open-source.
| Type | What | Model(s) | License | Status |
|---|---|---|---|---|
| MoE | Mixture-of-Experts (reasoning/language) | qwen3:30b-a3b, qwen2.5 | Apache 2.0 | RUNNING |
| MoM | Mixture-of-Models (multimodal perception) | moondream + zamba-large, qwen-vl | Open | RUNNING |
| SSM | State-Space Model (long memory / intuition) | Mamba-2 (16-dim state) | Open | RUNNING |
| Reasoning | Chain-of-thought | deepseek-r1:7b | MIT | RUNNING |
| TTS | Text-to-speech voice | Kokoro-82M / Piper | Apache/MIT | RUNNING |
| Embedding | Vector retrieval | BGE-M3 (primary) + BGE-reranker | MIT | RUNNING |
| Trained NN (ours) | 7 governance signals | See table below | CSOAI own | 3 STRONG / 4 WEAK |
| Cloud ensemble | Vote + fallback | GLM-5.2, Claude, Groq | API | RUNNING |
4. The 7 trained neural models (REAL — verified)
Honest scorecard. These are OUR NNs, not a foundation model. Verified on MEOK MCP v3.0.0, consciousness score 0.775.
| Model | Metric | Samples | Verdict |
|---|---|---|---|
creativity_assessment_nn | r² 0.91 | 350 | ✅ strong |
care_pattern_analyzer | mae 0.037 | 600 | ✅ strong |
relationship_evolution_nn | mae 0.071 | 500 | ✅ strong |
care_validation_nn | mae 0.19 | 19 | ⚠ tiny sample |
partnership_detection_ml | mae 0.22 | 19 | ⚠ tiny sample |
threat_detection_nn | acc 0.45 | 33 | ⚠ weak — retrain |
dependency_detection_nn | acc 0.22 | 50 | ⚠ weak — retrain |
5. The 13 task categories (SOV3 OOWM routing table)
When a task arrives, it gets routed to the optimal (brain, model, mindset) triple. Live on the VM.
| Category | Brain | Model | Mindset | Rationale |
|---|---|---|---|---|
compliance | hybrid_sovereign | deepseek-r1:7b | wise | Reasoning wins on EU AI Act / GDPR |
defence | hybrid_sovereign | qwen3:30b-a3b | bold | MoE-LARGE on JSP 936 + AUKUS |
sov3 | hybrid_sovereign | deepseek-r1:7b | logical | BFT council + Traibgle voting |
world | mom_large_offline | moondream:latest | curious | Multi-modal for geographic / sensor |
physical | mom_large_offline | moondream:latest | creative | Capillary + muscle sim |
sovereign | moe_large_online | qwen3:30b-a3b | careful | Ed25519 + crypto decisions |
sovtown | mom_large_offline | moondream:latest | diplomatic | NPC / agent interactions |
deploy | moe_large_online | qwen3:30b-a3b | decisive | Vercel + PyPI deployments |
ethics | hybrid_sovereign | deepseek-r1:7b | wise | Care principles + bias checks |
companion | mom_large_offline | moondream:latest | diplomatic | Orb HP + bond |
reasoning | hybrid_sovereign | deepseek-r1:7b | logical | Explicit reasoning tasks |
speed | mom_large_offline | qwen3:0.6b | focused | Sub-second real-time |
default | hybrid_sovereign | qwen3:30b-a3b | wise | Safe default for unknown |
6. Live deployment topology
7. 🚨 HONESTY FLAGS (do not overclaim)
⚠ 1. handle_oowm_status returns HARDCODED True flags
mamba_warm, moe_loaded, moe_connected are all hardcoded in sov3_oowm.py. This is a STATUS STUB, not a live probe. Do not cite it as proof the OOWM is "running."
⚠ 2. qwen3:30b-a3b is NOT pulled on this Mac
ollama list is empty here. King-hive only has llama3.2:1b/3b. The 30B OOWM base is DESIGNED for the 192GB M4 Mac — confirm it's loaded there before claiming "30B is live."
⚠ 3. 4 of 7 trained NNs have weak accuracy
creativity_assessment_nn, care_pattern_analyzer, relationship_evolution_nn are strong (r² 0.91 / mae 0.037 / mae 0.071). threat_detection_nn (acc 0.45) and dependency_detection_nn (acc 0.22) need retraining on real labelled data.
⚠ 4. "Bitcoin anchor" / "consciousness 0.775" are labels
Metaphor not literal. Keep out of investor copy and Series A deck.
⚠ 5. EAT Directive 2026-07-02 freezes SOVEREIGN-DEFENSE brain
Per current EAT directive: no offensive / defence-capability work. Only ASSURANCE / GOVERNANCE / CYBER. SOVEREIGN-COMPLIANCE is the live revenue brain.
8. The honest one-liner
A sovereign sandwich around open-weight models (qwen3-MoE + Mamba-2 + vision MoM), every hop Ed25519-signed, reconfigurable into 4 governed brains — plus 7 small trained governance NNs (3 strong).
The moat is the signed-governed substrate, not a from-scratch foundation model.
9. Recent OOWM work (git history)
| Phase | What |
|---|---|
| PHASE 516 | OOWM as a governed MCP (5-layer world model → tools) |
| PHASE 522 | "OOWM does shit" — 3 live integrations wired |
| PHASE 524 | OOWM compression analysis (4 variants documented) |
commit 177aaf0c | gate-smoothing fix + real-data grounding + calibration harness |
| W38 (sealed) | REAL Ollama + SOV3 OOWM routing API + 13 task categories |
| W33 (DEFONEOS UE5) | All NPCs are SOV3 OOWM powered (Mamba-2 + MoE) |
10. What's deferred (not on this tab)
- Modal GPU training: blocked on
modal setupbrowser auth. - OpenPatent engine: 4 provisionals drafted, UK IPO submission pending.
- Liquid-KAN Council: Kolmogorov-Arnold Network routing layer designed, not wired.
- Maternal Covenant: mock charter drafted, not ratified.
- sovereign.mom domain: civic deployment target, DNS not pointed.