🌀 SOV33 Mamba-2 Sovereign Attention

Phase 3 · Sovereign-owned O(n) attention · Mamba-2 SSM · 12 Sovereign Pillars bound · 12 Jul 2026

What is Mamba-2 Sovereign Attention?

From HF Transformers (O(n²)) to Mamba-2 Sovereign (O(n))

Current sovereign brain uses HF transformers attention, which is O(n²) in sequence length. Mamba-2 (Albert Gu, Tri Dao 2024) uses State Space Models (SSM) for O(n) sequence length with similar quality.

SOV33 Mamba-2 Sovereign = Mamba-2 SSM + sovereign ownership + 12 Pillars + care-floor + Article 0 + BFT-33 + SIGIL.

The Mamba-2 Sovereign Architecture

SovereignMamba2Model
├── Embedding(vocab=151643, d_model=512)
├── SovereignMamba2Block × 4
│   ├── in_proj (d_model → d_inner × 2)
│   ├── conv1d (depthwise, d_conv=4)
│   ├── SSM (A, D, dt_bias)
│   │   ├── A_log (state decay) [d_state=64]
│   │   ├── D (skip connection) [d_inner]
│   │   ├── dt_bias (continuous time)
│   │   └── sovereign_loss (care-floor 0.95)
│   └── out_proj (d_inner → d_model)
├── LayerNorm(d_model)
└── head (d_model → vocab=151643)

Why Mamba-2 Sovereign?

Aspect	HF Transformers (today)	Mamba-2 Sovereign (Phase 3)
Complexity	O(n²)	O(n)
Sequence length	2048-4096	Unlimited
Memory	High (KV cache)	Low (state only)
Sovereign	❌ borrowed	✅ owned
12 Pillars bound	❌	✅
Care-floor	post-check	in-loop (sovereign loss)
Article 0	post-check	in-loop
BFT-33	post-check	in-loop
SIGIL	post-check	in-loop

Honest Register

❌ Currently designed (not trained) — real training needs Kaggle T4 GPU
❌ Simplified SSM scan (full Mamba-2 uses selective scan kernel)
❌ Real convergence on sovereign corpus: PENDING GPU run
✅ Architecture designed + code written
✅ Sovereign loss enforced in-loop
✅ 12 Pillars + Article 0 + BFT-33 + SIGIL all bound

Next Steps

Real training on Kaggle T4 GPU (Phase 3)
Full Mamba-2 selective scan kernel
Train on sovereign corpus (874 samples)
Replace HF transformers in sovereign brain
Benchmark vs Qwen3-4B baseline

🌀 SOV33 Mamba-2 Sovereign Attention · 12 Jul 2026 · Hermes lane
Source: _alignment/sovereign_merge_kit/sov33_mamba2.py
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