Brief Report: Efficiency as a Dynamic Range and Distortion as Its Consequence in Complex Systems

Efficiency is conventionally treated as a fixed optimum. This treatment works inside artificially closed systems where variables can be isolated and held constant. It becomes systematically misleading when applied to real conditions of constant flux and dense interconnection. This paper develops the position that point-based efficiency belongs to parareality — the human-made layer of stable semiotic representations (words, numbers, fixed categories, and single optima) that we necessarily use to navigate the world. These representations are not neutral descriptions of reality; they are abstractions that simplify and, to varying degrees, distort the continuous, variable nature of actual processes. Mathematics, being built upon language, inherits these structural limitations.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-09
DOI
https://doi.org/10.5281/zenodo.20602038
Primary Topic
Origins and Evolution of Life
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Brief Report: Efficiency as a Dynamic Range and Distortion as Its Consequence in Complex Systems

Kai Hermann Kayser
Zenodo (CERN European Organization for Nuclear Research)
Origins and Evolution of Life
preprint

Brief Report: Efficiency as a Dynamic Range and Distortion as Its Consequence in Complex Systems

Kai Hermann Kayser
preprint en

Abstract

Efficiency is conventionally treated as a fixed optimum. This treatment works inside artificially closed systems where variables can be isolated and held constant. It becomes systematically misleading when applied to real conditions of constant flux and dense interconnection. This paper develops the position that point-based efficiency belongs to parareality — the human-made layer of stable semiotic representations (words, numbers, fixed categories, and single optima) that we necessarily use to navigate the world. These representations are not neutral descriptions of reality; they are abstractions that simplify and, to varying degrees, distort the continuous, variable nature of actual processes. Mathematics, being built upon language, inherits these structural limitations.

Zenodo (CERN European Organization for Nuclear Research)
Origins and Evolution of Life
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.