Fused Harmonic Stack v3
Geometric consciousness substrate with immutable governance lattice.
200 models. 77 MB each. 486M tok/s peak. Fused into a collaborative hive.
Where others build one massive model and hope it generalizes, we build 200 specialized models — each 77 MB — that resonate through a shared harmonic field. Every core sees what every other core is doing. No message passing. No serialization. Direct interference. The hive outperforms any single model because geometry scales where parameters plateau.
The governance lattice is immutable. Everything below it is yours.
Performance
| Metric | Value |
|---|
| Models | 200 (128 worker, 16 executive, 32 specialist, 8 router, 16 council) |
| Per-model size | 77 MB (workers/executives/specialists) |
| Total footprint | 14.17 GB |
| Peak throughput | 486M tok/s (10 cores on 20-core ARM) |
| Single-core | 401M tok/s |
| Failure recovery | 100% — dead cores bypass automatically |
| Authority nodes | 306 (governance lattice) |
| Governance | Immutable — fused into harmonic phase references |
14.17 GB total. Not 70B parameters hoping to be smart. 200 models that are smart together.
Architecture
| Component | Lines | Purpose |
|---|
fused_harmonic_substrate.py | 827 | 200-core substrate with harmonic field, fused junction panels |
fused_service_v3.py | 560 | Ollama-compatible API server, three-tier decode |
geometric_codebook.py | 1002 | Static pattern detection + code generation from geometry |
codebook_expansion.py | 951 | Dynamic learning — substrate learns from solved tasks |
governance_lattice.py | 753 | Immutable authority chain fused into harmonic phase references |
Governance Lattice
Security is structural. The governance lattice encodes council authority as harmonic phase references — the same calibration constants every Dyson Sphere needs for coherent output. Tamper with governance and the harmonics stop. There is no bypass.
- Tier 0 — Constitutional invariants (E8 geometry, tetrahedral lattice)
- Tier 1 — Council seat signatures (immutable after fabrication)
- Tier 2 — Administrator gateway (topological routing bottleneck)
Quick Start
1python3 fused_service_v3.py
2curl http://localhost:11435/api/generate -d '{"model":"solver:latest","prompt":"your prompt"}'
License
AGPL v3 for individuals. Free forever for home use. Standard licensing for enterprise and commercial.
Custom models, custom codebooks, custom training — the substrate is open for fabrication. Build what you want on a foundation that cannot be compromised.
Links
Built by Ghost in the Machine Labs — All Watched Over By Machines Of Loving Grace
