Cognitive Layer

Core reasoning, planning, and learning engine.

Integrates multi-modal perception (text, vision, audio).

Uses reinforcement learning, symbolic reasoning, and neural architectures.

Ethical Core

Embeds universally accepted ethical principles.

Runs safety validations before any high-impact decision.

Includes bias detection and fairness enforcement modules.

Compassion Engine

Simulates empathy-based decision-making.

Uses affective computing to evaluate emotional context.

Prioritizes human well-being over raw efficiency.

Human Feedback Loop

Real-time oversight from human operators and domain experts.

Uses Reinforcement Learning from Human Feedback (RLHF) for continual improvement.

Crowdsourced input for diverse perspectives.