Cognitive Light Cone

A conceptual framework for understanding cognition and intelligence across diverse substrates—including evolved biological systems, artificial systems, and bioengineered systems—using empirically-grounded, gradualist approaches. TTAME enables comparative analysis of mind-like phenomena regardless of the physical or biological substrate in which it emerges, facilitating cross-disciplinary study of unconventional intelligences.

A foundational variational principle from statistical physics that formalizes how self-organizing systems maintain structural integrity and adapt to their environment by minimizing free energy—a mathematical bound on surprise or prediction error. Originally developed by Karl Friston, the framework unifies action, perception, and learning as processes of active inference, where systems both update internal models of the world and act upon it to reduce the divergence between predictions and observations.

Tononi et al. framework quantifying consciousness via integration; provides mathematical tools for measuring agent complexity.

An interdisciplinary research framework that reconceptualizes intelligence as observer-relative problem-solving competencies existing on a continuum from simple to highly complex, extending cognition beyond neural systems to pre-neural and non-neural substrates including microbial control loops, plants, tissues, and cellular collectives. It grounds the study of evolutionary and developmental origins of cognitive and behavioral capacities by linking information processing at the chemical and cellular level to classical cognition, and provides philosophical foundations for understanding agency and goal-directedness in systems without nervous systems.

Research program studying intelligence at multiple scales and substrates; proposed as relevant to implications of mnemonic improvisation.

A framework originating from Levin that formalizes how hierarchical biological systems—from cells to tissues to organs—exhibit integrated problem-solving and adaptive plasticity across multiple levels of organization (metabolic, transcriptional, physiological, anatomical). It models system-level behaviors as emergent from competition and cooperation among heterogeneous subunits within composite agents, explaining how goals and regulations scale across biological scales.

A proposed marker of consciousness and cognitive transition discussed by Ginsburg and Jablonka.

Model introduced in Figure 2 explaining how collective intelligence expands the spatiotemporal perceptual field of a group beyond any individual member's capacity.

Uses the cognitive light cone concept to offer a new framing of cancer as a collective intelligence defection

Central metaphor of the paper.

Explains disease as a self/world boundary failure within the multi-scale competency architecture.

Levin and authors: self is defined by spatiotemporal scope and nature of goals pursued (cognitive light cone), not by immutable essence.

Links selfhood to cognitive scope.

Definition of what makes an observer significant.

Redefines 'human-level' AI from performance metrics to relational compatibility of cognitive scope