Reflexive AI. A Canonical Definition

Modern AI systems increasingly rely on large, centralised, and resource-intensive models optimised for accuracy and representational power. While effective in many settings, these approaches introduce latency, cost, and fragility in environments characterised by real-time constraints, continuous change, and limited historical data. This document introduces Reflexive AI as a distinct paradigm for artificial intelligence systems designed to operate under such conditions. Reflexive AI emphasises immediacy, locality, and adaptive behaviour over deep abstraction, drawing inspiration from biological reflex mechanisms and decades of work in cybernetics, control theory, and adaptive systems. This text provides a canonical definition of Reflexive AI and situates it within the broader AI landscape.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-02-16
DOI
https://doi.org/10.5281/zenodo.18656809
Primary Topic
Embodied and Extended Cognition
Type
article
Field-Weighted Citation Impact
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article

Reflexive AI. A Canonical Definition

Roman Ferrando
Zenodo (CERN European Organization for Nuclear Research)
Embodied and Extended Cognition
article

Reflexive AI. A Canonical Definition

Roman Ferrando
article en

Abstract

Modern AI systems increasingly rely on large, centralised, and resource-intensive models optimised for accuracy and representational power. While effective in many settings, these approaches introduce latency, cost, and fragility in environments characterised by real-time constraints, continuous change, and limited historical data. This document introduces Reflexive AI as a distinct paradigm for artificial intelligence systems designed to operate under such conditions. Reflexive AI emphasises immediacy, locality, and adaptive behaviour over deep abstraction, drawing inspiration from biological reflex mechanisms and decades of work in cybernetics, control theory, and adaptive systems. This text provides a canonical definition of Reflexive AI and situates it within the broader AI landscape.

Zenodo (CERN European Organization for Nuclear Research)
zyBooks (US)
Decent work and economic growth
Openalex Percentile: Top 55%
Embodied and Extended Cognition
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Reflexive AI. A Canonical Definition — Roman Ferrando · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS