Observation, Model, Control: Information Limits of Representation and the Reflexive Agent

This work formalises why no representation can be at once faithful to reality, comprehensible, and able to confer control. From a single axiom, every observation is a finite-capacity channel, follows a hard ceiling: no model knows more about reality than its sensor let through. Below that ceiling, for complex systems, precision, comprehensibility and controllability lie on a Pareto frontier and cannot be jointly maximised. The original contribution is the reflexive layer: a built controller acts inside the system it regulates, so its own complexity becomes variety that oversight must absorb. It is stated as three falsifiable hypotheses, with an experimental programme and a meter in bits, injected variety, control gap, reflexive opacity, to measure them.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-17
DOI
https://doi.org/10.5281/zenodo.21407244
Primary Topic
Logic, Reasoning, and Knowledge
Type
preprint
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preprint

Observation, Model, Control: Information Limits of Representation and the Reflexive Agent

Marco Galli
Zenodo (CERN European Organization for Nuclear Research)
Logic, Reasoning, and Knowledge
preprint

Observation, Model, Control: Information Limits of Representation and the Reflexive Agent

Marco Galli
preprint en

Abstract

This work formalises why no representation can be at once faithful to reality, comprehensible, and able to confer control. From a single axiom, every observation is a finite-capacity channel, follows a hard ceiling: no model knows more about reality than its sensor let through. Below that ceiling, for complex systems, precision, comprehensibility and controllability lie on a Pareto frontier and cannot be jointly maximised. The original contribution is the reflexive layer: a built controller acts inside the system it regulates, so its own complexity becomes variety that oversight must absorb. It is stated as three falsifiable hypotheses, with an experimental programme and a meter in bits, injected variety, control gap, reflexive opacity, to measure them.

Zenodo (CERN European Organization for Nuclear Research)
Logic, Reasoning, and Knowledge
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