Or4cl3 AI Solutions · Python Backend

DAEDALUS
NEXUS CORE

Epinoetic Planning Cycle · Autonomous AI Reasoning
ENON Core · PAS Engine · Ethics Council

Python + FastAPI PAS Engine ✓ Ethics Council ✓ Docker Ready
Core Concept

Epinoetic Planning Cycle

DAEDALUS NEXUS CORE implements the full Epinoetic Planning Cycle (EPC) as a Python FastAPI backend — orchestrating ENON Core, PAS Engine, and Ethics Council for autonomous, ethically-constrained AI reasoning.

🧠

ENON Core

Quantum-inspired cognitive core simulating parallel reasoning paths with entropy tracking and recursive self-modeling.

PAS Engine

Persistent Affective State engine maintaining emotional and contextual continuity across planning cycles.

⚖️

Ethics Council

Multi-agent ethical constraint evaluation ensuring all generated plans meet ethical and safety thresholds.

🔗

FastAPI Orchestration

High-performance async API layer coordinating all subsystems via the /orchestrate endpoint.

🐳

Docker Native

Full containerization with docker-compose for production-ready deployment with GPU support.

📦

PyTorch + FAISS

Transformer-based cognitive modeling with FAISS vector storage for semantic memory retrieval.

System Design

Architecture

┌─────────────────────────────────────────────────────────┐
│            DAEDALUS NEXUS CORE — FastAPI                │
├─────────────────────────────────────────────────────────┤
│                 API LAYER                               │
│   POST /orchestrate  ·  GET /health  ·  GET /status    │
├─────────────────────────────────────────────────────────┤
│              ORCHESTRATION ENGINE                       │
│  ┌────────────────────────────────────────────────┐    │
│  │  Input: user_intent · project_context          │    │
│  │         affective_state · temporal_embedding   │    │
│  │         ethical_constraints                    │    │
│  └──────────────────┬─────────────────────────────┘    │
│                     │                                   │
│  ┌──────────────────▼──────────────────────────┐       │
│  │              ENON CORE (mock)                │       │
│  │   Quantum-inspired parallel reasoning        │       │
│  └──────────────────┬──────────────────────────┘       │
│                     │                                   │
│  ┌──────────────────▼──────────────────────────┐       │
│  │              PAS ENGINE                      │       │
│  │   Persistent Affective State management      │       │
│  └──────────────────┬──────────────────────────┘       │
│                     │                                   │
│  ┌──────────────────▼──────────────────────────┐       │
│  │             ETHICS COUNCIL                   │       │
│  │   Constraint evaluation · Plan approval      │       │
│  └──────────────────┬──────────────────────────┘       │
│                     │                                   │
│  ┌──────────────────▼──────────────────────────┐       │
│  │          RESPONSE: Orchestrated Plan         │       │
│  └──────────────────────────────────────────────┘      │
├─────────────────────────────────────────────────────────┤
│     PyTorch · Transformers · FAISS · Docker             │
└─────────────────────────────────────────────────────────┘
  
Technology

Stack & Setup

Python 3.11+ FastAPI PyTorch Transformers FAISS Docker docker-compose Uvicorn

API ENDPOINTS

POST/orchestrate— Full epinoetic planning cycle
GET/health— System health check
GET/status— Subsystem status report
# Clone & start with Docker
$ git clone https://github.com/BathSalt-2/daedalus-nexus-core.git
$ cd daedalus-nexus-core

# Docker (recommended)
$ docker-compose up --build

# Or local Python
$ pip install -r requirements.txt
$ uvicorn main:app --reload --port 8000

# Test the /orchestrate endpoint
$ curl -X POST http://localhost:8000/orchestrate \
-H "Content-Type: application/json" \
-d '{"user_intent": "solve problem X"}'
Vision

Epinoetic AI Planning

"The Epinoetic Planning Cycle is the backbone of autonomous AI reasoning — not just computation, but metacognition. NEXUS CORE bridges the gap between language model inference and genuine goal-directed AI planning with ethical constraints baked into every step." — Or4cl3 AI Solutions