Table 1 Comparison of different types of AI.

From: Navigating artificial general intelligence development: societal, technological, ethical, and brain-inspired pathways

Type of AI

Definition

Key characteristics

Ethical considerations

Examples

Weak AI

AI systems are designed to perform specific tasks efficiently without general cognitive abilities

Task-specific and goal-oriented; Limited adaptability beyond trained functions

Biases in outputs, limited explainability, and reliance on potentially flawed training datasets

Image recognition systems, recommendation engines, and virtual assistants like Alexa or Google Assistant

Human-level AI

AI systems that can match human capabilities in intellectual and cognitive tasks

Comparable performance to humans; Reasoning across diverse tasks

Biases in AI decisions, the replacement of human jobs, and the potential erosion of privacy

Discussed in Turing Test scenarios and human-level game-playing AIs like AlphaGo

Human-like AI

AI systems are designed to mimic human cognitive behaviors, reasoning, and problem-solving skills

Human-like responses and behaviors; Focus on imitation

User manipulation, transparency in AI behavior, and maintaining ethical human-AI interactions

ChatGPT, Siri, Sophia the Robot, and conversational AIs

Artificial General Intelligence (AGI)

AI systems are capable of performing any intellectual task that a human can, with adaptability across domains

Generalized learning and reasoning abilities; Task-agnostic

Misuse, control, and unintended consequences impact human society, requiring frameworks for governance and safety

Hypothetical systems like OpenCog and concepts explored in DeepMind’s research on AGI

Strong AI

AI that exhibits true understanding, reasoning, and consciousness similar to human beings

Ability to think, understand, and self-reflect, Not just task execution

Machine rights, moral agency, and accountability in decision-making processes

No real-world examples yet; explored in philosophical AI debates (e.g., John Searle’s "Chinese Room Argument")

Artificial Superintelligence

Hypothetical AI that surpasses human intelligence in all domains, including decision-making and creativity

Exceeds human cognitive abilities; Capable of rapid self-improvement

Loss of human control, unequal power distribution, and existential threats to humanity

Nick Bostrom’s scenarios in Superintelligence; futuristic portrayals in movies like “Her” or "Ex Machina."