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genesis-q4-core

16-State Q4 Space · Gray-Code Encoding · Tesseract Topology

PyPI Python 3.11+ License: MIT DOI

The mathematical foundation of the GenesisAeon cognitive runtime: a fully tested, zero-dependency Python library for the 16-state Q4 state space.


Mathematical Foundations

Concept Value
State count 16
Bits required 4 bit (H = log₂(16) = 4 bit — not 16 bit)
Gray-Code g(n) = n XOR (n >> 1)
Hamming distance (consecutive Gray states) always 1
Tesseract vertices 16
Tesseract edges 32
Tesseract faces 24
Tesseract cells 8

The Tesseract is a 4D hypercube with 16 vertices — a topological data structure, not a metaphysical statement.


Installation

pip install genesis-q4-core
# with YAML support:
pip install "genesis-q4-core[yaml]"
# with CLI:
pip install "genesis-q4-core[cli]"

Quick Start

from genesis_q4 import Q4State, GrayCode, Tesseract, Q4TransitionValidator

# Create a state
s = Q4State(C=1, R=0, E=1, P=1)
print(s.id)           # 11
print(s.binary)       # "1011"
print(s.gray_id)      # 10
print(s.entropy_bits) # 4.0  (log₂(16) = 4 bit)

# Gray-Code
print(GrayCode.encode(5))  # 7
print(GrayCode.decode(7))  # 5
# Core invariant: consecutive Gray codes differ by exactly 1 bit
for n in range(15):
    assert GrayCode.hamming_distance(GrayCode.encode(n), GrayCode.encode(n+1)) == 1

# Tesseract navigation
t = Tesseract()
print(t.neighbors(0))               # [1, 2, 4, 8]
print(t.shortest_gray_path(0, 15))  # [0, 1, 3, 7, 15]

# Transition validation (Gray-Code policy gate)
v = Q4TransitionValidator()
v.validate(0, 1)    # OK — Hamming distance = 1
v.validate(0, 15)   # raises InvalidTransitionError — Hamming = 4
path = v.suggest_path(0, 15)  # [0, 1, 3, 7, 15]

CLI

genesis-q4 state --id 11          # Show state 1011
genesis-q4 path --from 0 --to 15  # Shortest Gray path
genesis-q4 validate --from 5 --to 7
genesis-q4 visualize --format mermaid

State Space

The 16 Q4 states encode binary flags for four CREP dimensions:

Dimension Bit Default Threshold
C — Coherence 3 (MSB) 0.5
R — Resonance 2 0.6
E — Emergence 1 0.7
P — Poetics 0 (LSB) 0.8

State ID = 8*C + 4*R + 2*E + P

Gray-Code Order (4×4 grid)

 0  1  3  2
 6  7  5  4
12 13 15 14
10 11  9  8

Adjacent cells differ by exactly 1 bit — the canonical layout for the unified-mandala GrayGrid component.

Tesseract Topology

Vertices: 16  (= Q4 states)
Edges:    32  (= valid 1-bit transitions)
Faces:    24  (= 2-bit similarity groups)
Cells:     8  (= 3-bit subspaces)

Each vertex has exactly 4 neighbors. All paths from shortest_gray_path() are BFS-optimal.

TypeScript

import { makeQ4State, q4StateFromId, GRAY_ORDER } from "./Q4State";
import { gray, hammingDistance, isValidTransition } from "./grayCode";
import { Tesseract } from "./hypercube";

const s = q4StateFromId(11);
// { C:1, R:0, E:1, P:1, id:11, binary:"1011", grayId:10, entropyBits:4.0 }

const t = new Tesseract();
console.log(t.shortestGrayPath(0, 15)); // [0, 1, 3, 7, 15]

Benchmark Targets

Metric Target
hamming_invariant All 15 consecutive pairs = 1 bit ✓
state_count Exactly 16 ✓
entropy_bits 4.0 (log₂(16)) ✓
tesseract_edges Exactly 32 ✓
encode_decode_roundtrip Gray invertible for all 16 states ✓
path_optimality BFS-shortest for all 256 pairs ✓

Repository Structure

genesis-q4-core/
├── genesis_q4/
│   ├── __init__.py
│   ├── constants.py      # PHI_APPROX, GRAY_ORDER, topology constants
│   ├── state.py          # Q4State dataclass
│   ├── gray_code.py      # Gray-Code encode/decode/validate
│   ├── tesseract.py      # 4D hypercube graph topology
│   ├── transitions.py    # Q4TransitionValidator + InvalidTransitionError
│   ├── navigator.py      # Shortest Gray-path navigation
│   └── serializer.py     # JSON/YAML export
├── typescript/src/
│   ├── Q4State.ts
│   ├── grayCode.ts
│   └── hypercube.ts
├── tests/
│   ├── test_state.py
│   ├── test_gray_code.py     # Hamming=1 invariant (all 15 pairs)
│   ├── test_tesseract.py
│   ├── test_transitions.py
│   └── test_serializer.py
├── pyproject.toml
└── CITATION.cff

Notes on Constants

  • PHI_APPROX = 1.6 — Engineering approximation of Φ = 1.6180339... Error < 0.2%. Not the exact golden ratio. Used for layout spacing in unified-mandala (1.6rem gap).

Roadmap

This repo is Phase 1 of the GenesisAeon Q4 integration roadmap. Subsequent phases integrate Q4 into:

  • genesis-os — Q4Mapper (CREP float → Q4State), NATS ga.frame.* subjects
  • sigillin — SHA256-anchored state snapshots with Q4 encoding
  • unified-mandala — GrayGrid + Tesseract visualisation
  • HexaAgent — Agent roles with Q4-aware memory and replay

Role in the GenesisAeon Ecosystem

genesis-q4-core is P-Q4 in the GenesisAeon ecosystem registry, covering the domain of the Q4 16-state space, Gray-Code encoding, and Tesseract topology. It is a Tier T0, zero-dependency foundational package consumed by genesis-os, sigillin, unified-mandala, and HexaAgent.

Citation

DOI

DOI will be assigned automatically on first GitHub Release once Zenodo–GitHub integration is enabled for this repo.

@software{genesis_q4_core_2026,
  author  = {Römer, Johann and {MOR Research Collective}},
  title   = {genesis-q4-core: 16-State Q4 Space with Gray-Code and Tesseract Topology},
  year    = {2026},
  doi     = {10.5281/zenodo.XXXXXXX},
  url     = {https://github.com/GenesisAeon/genesis-q4-core},
}

License

MIT © Johann Römer, MOR Research Collective

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