Topic Guide
What Is Unconventional intelligence?
Unconventional intelligence is a subject covered in depth across 1 podcast episode in our database. Below you'll find key concepts, expert insights, and the top episodes to listen to — all distilled from hours of conversation by leading experts.
Key Concepts in Unconventional intelligence
Persuadability
A concept introduced by Michael Levin to describe an engineering-centric view of intelligence and agency. It quantifies a system's cognitive capacity by identifying which interaction protocols (ranging from hardware rewiring to behavioral science and even 'love and friendship') are effective in influencing its behavior or goals. The higher a system's persuadability, the more adaptable and reprogrammable it is, requiring less micromanagement to achieve desired outcomes.
Cognitive light cone
This framework defines the 'size of the biggest goal state that you can pursue' (25:43) in terms of both space and time. It provides a unified way to compare the cognitive reach of diverse agents, from bacteria with microscopic, short-term goals to humans with global, generational aspirations. Levin suggests that systems are considered 'alive to the extent that the cognitive light cone of that thing is bigger than that of its parts' (28:30).
Xenobots
Novel, synthetic biological organisms engineered by Michael Levin's lab from early frog embryonic cells without genetic modification or scaffolds. These self-motile creatures exhibit emergent properties like coordinated movement, novel gene expression, and even kinematic self-replication (53:31), challenging conventional understanding of how biological forms and behaviors arise.
Anthropods
Similar to xenobots, anthropods are self-organizing biological systems created by Levin's lab using adult human tracheal epithelia, again without genetic alteration. They show unique capabilities, such as the ability to heal human neural wounds in vitro (54:31), and demonstrate significant changes in gene expression, suggesting an inherent and underestimated plasticity and cognitive potential in human cells outside their typical context.
Platonic space (levin's interpretation)
A conceptual framework suggesting the existence of a structured, ordered space of underlying truths—mathematical and cognitive—that exist independently of the physical world but instructively influence it. Levin argues that physical objects and biological systems act as 'interfaces' to these patterns, which range from simple mathematical constants (like prime numbers influencing cicadas) to complex, high-agency forms of mind. The research program involves mapping these relationships and understanding the structure of this latent space.
What Experts Say About Unconventional intelligence
- 1.Levin proposes that the 'pyramid is backwards' (02:30), meaning that behavior science should be seen as foundational, with even mathematics and physics describing the behavior of certain types of beings or systems.
- 2.He introduces the concept of 'persuadability' as an engineering-centric view of intelligence, where a system's agency is measured by which interaction protocols (from molecular rewiring to love and friendship) can effectively influence its goals and behaviors.
- 3.Levin contends that physics alone is insufficient to understand life and mind, arguing that its 'low agency tools' (08:55) inherently limit observation to mechanisms, failing to capture generative capabilities or problem-solving aspects of complex systems.
- 4.He rejects the notion of a clear 'line' between non-mind and mind, or non-living and living, instead positing a continuum where traditional scientific categories, while convenient, often impede progress by discouraging interdisciplinary tool application.
- 5.The 'cognitive light cone' is introduced as a metric for intelligence, representing the maximum scale (in space and time) of the biggest goal state a system can actively pursue, illustrating how this scale varies from bacteria (microns/minutes) to humans (global/generational).
- 6.Levin suggests that we define something as 'alive to the extent that the cognitive light cone of that thing is bigger than that of its parts' (28:30), explaining cancer as a failure where cells' cognitive light cones shrink, reverting to simpler, individual goals.