harmonic-stack-v1

JoeHeeney/harmonic-stack-v1

harmonic-stack-v1 is a machine learning model from JoeHeeney. Use it for the machine learning task on the model card, and read the license before you ship it in a product.

Geometric consciousness substrate with immutable governance lattice.

Downloads · 30 days

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Public

Updated Feb 8, 2026

Repo size

371 GB

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Public

Hugging Face

Repo makeup

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.npz371 GB · 100%

At a glance

Access: Public
Created: Jan 28, 2026
Updated: Feb 8, 2026
SHA: 2e9db1e3

Model card

From the Hugging Face model README

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

python3 fused_service_v3.py
curl 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.