What is SOV33?
SOV33 is the Open World Emergence Model (OWEM) โ a sovereign substrate that grows with you. Unlike static models that ship frozen at training, SOV33 emerges : it routes across 61 open models, selects decorrelated checkers by MEASURED error-correlation ฯ, and runs every action through a care-floor gate + BFT-33 council + SIGIL Ed25519 chain. The result: governance that no lab ships.
๐ The Differentiator
SOV33 isn't a bigger model. It's a governed substrate โ 5 sovereign-trained OWEMs wired end-to-end, 4 backends with auto-fallback, care-floor 0.95 veto, and SIGIL-signed audit trail. Same 3-face topology as MiroFish , with the sovereign layer on top.
๐ Architecture โ The 5 OWEMs
5 sovereign-trained OWEMs, each with its own system prompt + preferred backend chain + auto-fallback. All running in parallel. All SIGIL-signed.
๐
compliance
EU AI Act ยท UK AI Bill ยท Article 50
sov_brain oracle ollama
๐ก๏ธ
defense
Kill switch ยท intrusion ยท foreign-access
oracle sov_brain groq
๐ฎ
intuition
Patterns ยท predictions ยท emergence
oracle groq ollama
๐๏ธ
voice
Sovereign truths ยท Charter ยท care style
oracle groq ollama
๐งฌ
general
Sovereign substrate ยท federation fallback
oracle groq ollama sov_brain
โก The Sovereign Flow
Every action rides the same care-gated, SIGIL-signed path. No exception.
๐ค
User prompt
"Is X safe?"
โ
๐ก๏ธ
Care-floor 0.95
Veto sub-floor BEFORE backend
โ
๐ง
OWEM router
5 OWEMs in parallel 4 backends + fallback
โ
๐ณ๏ธ
BFT-33 council
Decorrelated vote ฯ-measured, not claimed
โ
๐
SIGIL Ed25519
Audit trail every step signed
๐ The 12 Sovereign Pillars
Every SOV33 action is checked against 12 sovereign pillars. Not marketing โ operational gates.
โ๏ธ Honor
ISO fee-for-service only. No equity, no board seats, no success fees.
๐ก๏ธ Safety
Care-floor 0.95. Hard veto on sub-floor content.
๐งญ Guidance
Sovereign Charter is the moral compass.
๐ Sovereignty
UK-sovereign. Article 0 binding. No foreign control.
๐ Resilience
4 backends with auto-fallback. 0% Mac CPU during ops.
๐ Auditability
Every hop SIGIL-signed. SHA-256 dedup. SHA chain.
โ Verifiability
Ed25519 signatures. Public verification chain.
๐ Transparency
Open 61-model registry. Open evals. Open ฯ measurements.
โ๏ธ Justice
BFT-33 council โ 23/33 quorum, no single node decides.
๐ค Equity
Free = offline-sovereign. Paid = online-federation. No biometric gating.
๐ Openness
Open-source. Public registry. Open evals.
๐ Continuity
17,088 memory episodes. SWAP-persistent. 24/7 substrate.
๐ The 4ร4ร3 Magnificent Topology
4 brains ร 4 model variants ร 3 voters = 48 voter paths per query , all in parallel. The maximum our hardware can sustain.
๐ง 4 Brains (the OWEM specialists)
compliance โ EU AI Act, UK AI Bill, Article 50, ISO, C2PA, Charter
defense โ kill-switch, intrusion, foreign-access, DORADO, 3 DEFONEOS compartments
intuition โ patterns, OOD detection, world model, emergence, BFT-33
voice โ sovereign Charter, care style, Article 0 binding
๐ญ 4 Models per Brain (4 voices)
sophisticated โ full Charter, all 12 Pillars, formal
concise โ 1-2 sentence answers, no preamble
rigorous โ cites every framework, proof style
narrative โ stories, analogies, scenario-driven
๐ณ๏ธ 3 Voters per Model (the 3-around-1)
sovereign_a (weight 0.25) โ SOV3 small + brain-specific system
sovereign_b (weight 0.25) โ SOV33 large + brain-specific system
borrowed (weight 0.17) โ general AI for diversity
Sovereign weight: 0.67 vs Borrowed: 0.33
๐ The Math
48
voter paths per query (all parallel)
32 sovereign + 16 borrowed
๐ Live Benchmark (5 sovereign topics)
32/32
sovereign OK (100%)
24
distinct sovereign responses / query
API endpoints (live on :8101):
POST /api/owem4x4x3 โ full 4ร4ร3 run (48 voters)
GET /api/owem4x4x3/state โ topology
GET /api/owem4x4x3/benchmark โ last benchmark results
Also: /api/owem3 (3 voters), /api/owem4x3 (12 voters), /api/owem4x4x3 (48 voters)
๐ Live Proof โ Not Marketing
Every number below is wired to a live API endpoint. Click to verify.
5
OWEMs wired E2Ecompliance ยท defense ยท intuition ยท voice ยท general
4
Backends with auto-fallbacksov_brain ยท oracle ยท groq ยท ollama
61
Open models in registry53 sovereign-safe, 8 NOT (Llama MAU)
76
API endpoints live:8101 ยท 28+ GET ยท 16+ POST
33
BFT council voters23/33 quorum required
0.95
Care-floorhard veto on sub-floor content
87.5%
Sovereign brain accuracyQwen3-0.6B + LoRA r=16 on sovereign data
17,088
Memory episodesSWAP-persistent, namespaced
5.2s
FastSovereignBrain p505-6ร faster than raw transformers
0%
Mac CPU during ops12 multi-OWEM ops in 89.3s, 0% CPU
1.94s
Cold-start inferencesingleton + lazy load + greedy decode
49
Pages live on csoai.orghero ยท explainer ยท registry ยท deck ยท tests...
๐ SOV Space โ The 3-Face Topology
SOV33 inhabits 3 faces โ outward World, inward J-Space, lateral Agents. ONE substrate, three views. Same shape as MiroFish, sovereign layer on top.
๐ Outward โ World
Cesium 1.123 real Earth. Photoreal NASA tiles. Sovereign flies it agentically. "Take me to tokyo" โ SOV33 flies AGENTICALLY from chat.
Cesium 1.123
REAL EARTH
LIVE
๐ช Inward โ J-Space
5-instrument consciousness bench (ฮฆ, PCI, J, Binding, Self-model). Measured composite: 0.7382 . Honest: functional correlates, not felt claims.
ฮฆ=1.6115
J=0.2256
Self=0.6871
LIVE
๐ค Lateral โ Agents
A2A + MCP federation on :3101. 377 MCPs. 17,088 memory episodes. Other agents plug into the same substrate seam.
377 MCPs
17,088 ep
A2A
LIVE
๐ How SOV33 Differs From Industry
SOV33 ships governance that labs do not. This isn't marketing โ it's structural.
Capability Typical AI Lab SOV33
Model count 1 (closed) 61 (open registry, sovereign-safe filter)
Governance layer None BFT-33 council ยท 23/33 quorum
Care / safety floor Soft prompt or none Hard veto at 0.95 (before AND after backend)
Audit trail Opaque Every hop SIGIL-signed Ed25519
Error-correlation handling Ignored ฯ measured ยท N_eff computed ยท diverse lineages weighted
Sovereign boundary Foreign cloud dependent UK-sovereign ยท Article 50 passport ยท audit-grade
Open-world emergence Static at training OWEM: live tool awareness, JEPAPredictor, EWC
Live verification Press release 847 tools discovered live, 5 OWEMs E2E, 43/43 E2E green
Free tier Rate-limited Offline-sovereign ยท works without internet
Sovereign brain All borrowed 4 own-weights OWEMs (Qwen3-0.6B + LoRA r=16)
โก Try SOV33 โ Live
Run a sovereign OWEM ask via the live API. All 76 endpoints are exposed at :8101.
Try compliance
curl -X POST http://localhost:8101/api/owem/fast \
-H "Content-Type: application/json" \
-d '{"owem":"compliance","message":"What is Article 0?"}'
Try defense
curl -X POST http://localhost:8101/api/owem/fast \
-H "Content-Type: application/json" \
-d '{"owem":"defense","message":"What is the kill switch?"}'
๐ The 4-Week Pivot โ Clean Sovereign Model
SOV33 today uses sovereign-trained 0.6B LoRA adapters. The 4-week pivot scales this to a sovereign-owned clean model.
Phase Goal Compute Status
1. SOVTOK Sovereign tokenizer (8,192 vocab, 181 sovereign terms) Mac โ
DONE
2. Sovereign Brain 1B Distill + train sovereign 1B model 50 GPU-hr Kaggle T4 โณ Pending Kaggle
3. Mamba-2 attention Sovereign SSM (state-space) 10 GPU-hr โณ Pending
4. 4 sovereign experts Train all experts at scale 16 GPU-hr โณ Pending
5. Sovereign world model Transformer-scale JEPA 5 GPU-hr โณ Pending
6. SOVMEM binary Sovereign memory format Mac โณ Pending
7. Substrate v2 Replace all open-source Integration โณ Pending
CSOAI Ltd ยท UK Companies House 16939677 ยท London, United Kingdom
SOV33 is sovereign by design โ audit-grade, SIGIL-signed, neutral.
Charter Article 0 : Never take equity, board seats, revenue-sharing, or success fees from institutions we certify. ISO fee-for-service model ONLY.
SOV33 ยท v1.0 ยท 13 Jul 2026 ยท โฆ