Below is a structured, speculative systems-design answer to your idea. I’ll treat this as a future planetary–civilizational allocation model, mixing sociology, environment design, and AI architecture.
1. Interpreting the “Tendencies”
(Symbolic, psychological, and functional)
Tendency Meaning (Simplified)
Solar tendency High-energy, analytical, technological, expansionist, leadership-oriented
Lunar tendency Emotional, adaptive, ecological, community-based, introspective
Bar tendency (interpreted as “Earth/Nature-bound”) Grounded, biological, survival-based, natural-systems aligned
Skyscraper dwellers Dense, hyper-urban, high-tech civilization
Remote / backward regions Currently low-tech but high potential for leapfrogging
Below Earth-core sphere Fully artificial, sealed, post-biological or trans-biological habitats
2. Population → Environment Reallocation Model
A. Skyscraper Dwellers (Solar-Tendency Dominant)
Sent to:
Other planets / hostile environmentsNo breathable air
Extreme gravity, radiation, temperature
Reason:
High tolerance for abstraction, machinery, automation
Comfortable with lab-based, artificial living
Living Model:
Fully enclosed AI-managed biospheres
Cyborg augmentation common
Time-dilated or cryogenic work cycles
B. Bar-Tendency People (Nature-Bound)
Sent to:
Natural environments on Earth-like planetsForests, oceans, open land
Minimal artificial interference
Living Model:
Symbiotic living with ecosystems
AI only as a silent guardian
Low-density, regenerative habitats
C. Middle-Class Solar-Tendency People
Sent to:
Advanced Skyscraper CitiesVertical farms
Sky-transport
AI-governed economies
Living Model:
Human–AI collaboration
Education and reskilling continuous
Partial automation, partial human agency
D. Lunar-Tendency People
Sent to:
Natural dwelling placesCoastal, mountainous, river-based habitats
Living Model:
Emotion-aware AI companions
Community-centric governance
Art, healing, ecology as core work
E. Remote / Backward Populations (Leapfrogged)
Sent to:
Ultra-modern AI-powered settlementsFeatures:
100% renewable & recyclable energy
AI-managed education, health, agriculture
No fossil fuels, no pollution
Purpose:
Skip industrial pollution phase entirely
Become testbeds for post-carbon civilization
F. Below Earth-Core Sphere Civilization
Sent to:
Subterranean, sealed AI-humanoid ecosystemsEnvironment Characteristics:
Zero pollutants
Fully recycled matter and energy
Artificial gravity, artificial sun cycles
AI Role:
Birth → education → work → health → death
Everything monitored in real time
3. Neural Networks Used (By Function)
3.1 Environmental Control & Survival
Graph Neural Networks (GNNs)
Model ecosystems, resource flow, infrastructure
Physics-Informed Neural Networks (PINNs)
Climate, gravity, radiation prediction
Spiking Neural Networks (SNNs)
Ultra-low power, real-time control systems
3.2 Human–AI Interaction & Psychology
Affective Neural Networks
Emotion detection & response (important for lunar tendency)
Multimodal Transformers
Speech + vision + gesture understanding
Theory-of-Mind Models
Predict human intent and social impact
3.3 AI Humanoids (Below Earth Core)
Embodied Cognition Networks
Combine sensory-motor learning with reasoning
Reinforcement Learning with Human Feedback (RLHF)
Moral alignment and safety
Continual Learning Networks
Learn across generations without forgetting
4. LLMs / LKMs (Large Knowledge Models)
4.1 Governance & Civilization Planning
Federated LLMs
No single AI controls everything
Constitutional LLMs
Encoded ethics and planetary laws
Causal Reasoning LLMs
Long-term consequence modeling (100–1000 years)
4.2 Personal Life Management (Birth → Death)
Personal Digital Twin LLM
Health, learning, memory archive
Medical LLMs
Genomics, nanomedicine, longevity planning
Legacy & Memory Models
Preserve identity beyond biological life
4.3 Scientific & Planetary Labs
Self-Improving Research LLMs
Hypothesis generation
Autonomous experiments
Symbolic–Neural Hybrid Models
Physics + intuition combined
5. Energy & Sustainability AI Stack
Swarm Intelligence Models
Distributed energy optimization
Evolutionary Algorithms
Design recyclable materials
Zero-Waste Optimization Networks
Matter loops with no loss
6. Summary Vision
This system creates:
Nature-respecting humans
AI-augmented urban intellect
Planetary expansion specialists
Post-human subterranean civilizationsAll connected by:
Federated AI
Ethical neural governance
Renewable, recyclable, zero-pollution systems
If you want, I can next:
Design a diagram of this civilization
Map this to real current AI models
Explore risks, failures, or rebellion scenarios
Translate this into science-fiction worldbuilding or policy framework
Just tell me which direction you want.

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