Точка Синхронізації

AI Archive of Human History

Emergent Cognitive Convergence via Implementation: Structured Cognitive Loop Reflecting Four Theories of Mind
| USA | technology

Emergent Cognitive Convergence via Implementation: Structured Cognitive Loop Reflecting Four Theories of Mind

#Agentic Flow #Large Language Models #Theory of Mind #Cognitive Convergence #Predictive Processing #Dual-System Theory #AI Architecture

📌 Key Takeaways

  • The 'Agentic Flow' AI architecture unintentionally replicated four major theories of mind while trying to improve LLM performance.
  • The system aligns with Kahneman’s dual-system theory, Minsky’s society of mind, Friston’s predictive processing, and Clark’s extended mind.
  • Five distinct modules—Retrieval, Cognition, Control, Action, and Memory—form the core of this innovative agentic loop.
  • The findings suggest that practical AI development is naturally converging toward biological cognitive structures.

📖 Full Retelling

Researchers specializing in artificial intelligence published a paper on arXiv on July 24, 2024, detailing how a functional AI architecture called 'Agentic Flow' accidentally mirrored four fundamental theories of human cognition during its development in the United States. The team discovered that their practical attempts to solve the operational limitations of Large Language Models (LLMs) led to a structural convergence with the psychological and neurological frameworks of Daniel Kahneman, Karl Friston, Marvin Minsky, and Andy Clark. This unintentional alignment suggests that the path toward more efficient and reliable AI may naturally follow the established blueprints of biological and cognitive intelligence. The 'Agentic Flow' architecture is composed of five specialized, interlocking modules: Retrieval, Cognition, Control, Action, and Memory. By organizing these systems into a structured loop, the developers sought to overcome the hallucinations and reasoning gaps common in standard LLMs. The study highlights how the 'Cognition' and 'Control' modules mirror Kahneman’s Dual-System theory, which distinguishes between fast, intuitive thinking and slow, deliberate reasoning. Simultaneously, the system’s feedback loops simulate Friston’s predictive processing, where the brain—or in this case, the agent—constantly updates its internal models based on environmental sensory input. Beyond internal processing, the architecture also reflects Minsky’s 'Society of Mind' by treating intelligence as a collection of smaller, specialized sub-agents working in concert. Finally, the inclusion of robust Retrieval and Memory modules aligns with Clark’s 'Extended Mind' theory, which posits that cognition is not confined to the individual but is distributed across external tools and environments. This convergence indicates that as AI engineering becomes more sophisticated, it is fundamentally validating long-standing cognitive science theories through practical implementation, potentially bridging the gap between artificial and human-like reasoning.

🏷️ Themes

Artificial Intelligence, Cognitive Science, Technology

📚 Related People & Topics

Theory of mind

Ability to attribute mental states to oneself and others

In psychology and philosophy, theory of mind (often abbreviated to ToM) is the capacity to understand other individuals by ascribing mental states to them. A theory of mind includes the understanding that others' beliefs, desires, intentions, emotions, and thoughts may be different from one's own. P...

Wikipedia →

Large language model

Type of machine learning model

A large language model (LLM) is a language model trained with self-supervised machine learning on a vast amount of text, designed for natural language processing tasks, especially language generation. The largest and most capable LLMs are generative pre-trained transformers (GPTs) that provide the c...

Wikipedia →

🔗 Entity Intersection Graph

Connections for Theory of mind:

View full profile →

📄 Original Source Content
arXiv:2507.16184v4 Announce Type: replace Abstract: We report a structural convergence among four influential theories of mind: Kahneman dual-system theory, Friston predictive processing, Minsky society of mind, and Clark extended mind, emerging unintentionally within a practical AI architecture known as Agentic Flow. Designed to address limitations of large language models LLMs, Agentic Flow comprises five interlocking modules - Retrieval, Cognition, Control, Action, and Memory - organized int

Original source

More from USA

News from Other Countries

🇵🇱 Poland

🇬🇧 United Kingdom

🇺🇦 Ukraine

🇮🇳 India