Frontier cognitive architecture — Python

COGNITION
is aSPACE

It grows with every question asked.

V1.0python 3.10+
8 layersMIT license
Cognitive space — density rises toward the point of insight
The Eight Layers
01 / Architecture
01
Memory Space
Persistent knowledge graph with weighted concept nodes.
02
Simulation Layer
Generates hypotheses and counterfactual futures.
03
Reflection Layer
Self-models the reasoning process as it unfolds.
04
Dimension Engine
Creates new representational dimensions on demand.
05
Meta‑Reasoner
Reasons about which reasoning strategy to use.
06
Reality Verifier
Tests generated models against grounded fact.
07
Coherence Filter
Eliminates self-contradictions — cognitive black holes.
08
Meaning Synthesizer
Compresses insight into high-density meaning.
How a Query Moves
02 / Flow
Input ↓ Cognitive Space Initializer ↓ ┌─────────────────────────────────────────┐ │ COGNITIVE SPACE │ │ │ │ Memory Layer ↔ Concept Graph │ │ ↕ ↕ │ │ Simulation Layer ↔ Reflection Layer │ │ ↕ ↕ │ │ Dimension Engine ↔ Meta-Reasoner │ │ ↕ ↕ │ │ Reality Verifier ↔ Coherence Filter │ └─────────────────────────────────────────┘ ↓ Meaning Synthesizer ↓ Output + Cognitive Space Expansion Report
Install & Run
03 / Usage

Setup

# install dependencies
pip install -r requirements.txt

# set your api key
export ANTHROPIC_API_KEY=your_key_here

Run

# interactive repl
python main.py

# single query
python main.py --query "What is causality?"

# full expansion mode
python main.py --query "..." --mode full

# benchmark space growth
python main.py --benchmark
cognitive_volume
total representational nodes
dimension_count
active reasoning dimensions
coherence_score
internal consistency
reality_fidelity
grounding accuracy
meaning_density
significance / structure
Coherenceis the keyto meaning.
Related Architectures
04 / Ecosystem
VOID - CSTI Engine
VOID
Computational Space Theory of Intelligence — 8-layer cognitive engine exploring meaning synthesis.
View GitHub
GEOFUSION - Geospatial Analysis
GEOFUSION
Advanced geospatial data fusion and multi-modal analysis for location intelligence.
View GitHub
OMEGA - Cognitive Architecture
OMEGA
12-layer self-evolving cognitive organism that models, benchmarks, and rewrites itself.
View GitHub