The Optimization Trap: How Efficiency Undermines Meaning

The Optimization Trap formalizes a paradox that goes beyond related ideas like Goodhart’s Law or the efficiency paradox: it shows how systems that maximize efficiency end up hollowing out meaning, resilience, and human judgment. Unlike decision fatigue (focused on individual choices) or KPI culture critiques (focused on measurement misuse), the Optimization Trap reframes optimization itself as a structural driver of meaning collapse. This paper positions the trap as the economic foundation of Reality Drift, linking it to the Drift Equation (Drift = Efficiency – Context) and the Meaning Equation (Context × Coherence). It shows how education, work, AI design, and culture all exhibit the same pattern — short-term gains paired with long-term brittleness and depletion. Since its introduction in 2023, the Optimization Trap has begun appearing in organizational design debates, cultural commentary, and AI alignment research. It is increasingly cited in contexts ranging from UX workshops to systems theory journals as shorthand for why maximization backfires.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-10-23
DOI
https://doi.org/10.5281/zenodo.17425379
Primary Topic
History and Developments in Astronomy
Type
article
Field-Weighted Citation Impact
0.00
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article

The Optimization Trap: How Efficiency Undermines Meaning

Zenodo (CERN European Organization for Nuclear Research)
History and Developments in Astronomy
article

The Optimization Trap: How Efficiency Undermines Meaning

article en

Abstract

The Optimization Trap formalizes a paradox that goes beyond related ideas like Goodhart’s Law or the efficiency paradox: it shows how systems that maximize efficiency end up hollowing out meaning, resilience, and human judgment. Unlike decision fatigue (focused on individual choices) or KPI culture critiques (focused on measurement misuse), the Optimization Trap reframes optimization itself as a structural driver of meaning collapse. This paper positions the trap as the economic foundation of Reality Drift, linking it to the Drift Equation (Drift = Efficiency – Context) and the Meaning Equation (Context × Coherence). It shows how education, work, AI design, and culture all exhibit the same pattern — short-term gains paired with long-term brittleness and depletion. Since its introduction in 2023, the Optimization Trap has begun appearing in organizational design debates, cultural commentary, and AI alignment research. It is increasingly cited in contexts ranging from UX workshops to systems theory journals as shorthand for why maximization backfires.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Openalex Percentile: Top 47%
History and Developments in Astronomy
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The Optimization Trap: How Efficiency Undermines Meaning · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS