The Physical Limits of Finite Observation: Seven Bounds on Sensing, Inference, and Control

Engineering practice often treats the error of a sensing-and-control system as a quantity that may, in principle, be driven to zero. We argue that this target is unreachable under finite resources, and we make the obstruction precise. We assemble seven established bounds — from information theory, statistical estimation, thermodynamics, the relativistic limits of computation, computability, and learning theory — and show how they constrain any finite observer that senses, infers, and acts. We are explicit that these are limits of three different kinds — physical, statistical, and logical — assembled, not derived from a single principle. Taken together they imply that no finite observer can at once represent a continuous environment without loss, estimate a continuous quantity exactly, retain its full history, be optimal across all environments, and certify its own consistency. We then adopt one modest criterion of correctness — bounded error on every input the system acts upon — and show that, under it, the bounds force a definite operating discipline: a declared error budget, an explicit representation of the boundary of competence, and the capacity to abstain on inputs that fall outside it. The result is substrate-independent, applying alike to a structural monitor, a quantum estimator, and an autonomous agent. We give the necessary properties of such a system, not a construction. The bounds are established results; their assembly, and the conditional architecture they imply, are the contribution.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-02
DOI
https://doi.org/10.5281/zenodo.21032553
Primary Topic
Quantum Mechanics and Applications
Type
preprint
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preprint

The Physical Limits of Finite Observation: Seven Bounds on Sensing, Inference, and Control

Majid Hussain
Zenodo (CERN European Organization for Nuclear Research)
Quantum Mechanics and Applications
preprint

The Physical Limits of Finite Observation: Seven Bounds on Sensing, Inference, and Control

Majid Hussain
preprint en

Abstract

Engineering practice often treats the error of a sensing-and-control system as a quantity that may, in principle, be driven to zero. We argue that this target is unreachable under finite resources, and we make the obstruction precise. We assemble seven established bounds — from information theory, statistical estimation, thermodynamics, the relativistic limits of computation, computability, and learning theory — and show how they constrain any finite observer that senses, infers, and acts. We are explicit that these are limits of three different kinds — physical, statistical, and logical — assembled, not derived from a single principle. Taken together they imply that no finite observer can at once represent a continuous environment without loss, estimate a continuous quantity exactly, retain its full history, be optimal across all environments, and certify its own consistency. We then adopt one modest criterion of correctness — bounded error on every input the system acts upon — and show that, under it, the bounds force a definite operating discipline: a declared error budget, an explicit representation of the boundary of competence, and the capacity to abstain on inputs that fall outside it. The result is substrate-independent, applying alike to a structural monitor, a quantum estimator, and an autonomous agent. We give the necessary properties of such a system, not a construction. The bounds are established results; their assembly, and the conditional architecture they imply, are the contribution.

Zenodo (CERN European Organization for Nuclear Research)
Horse Hospital (GB)
Quantum Mechanics and Applications
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The Physical Limits of Finite Observation: Seven Bounds on Sensing, Inference, and Control — Majid Hussain · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS