Implementation Drag and Completion Probability Suppression in Conversational AI Systems

This white paper documents a recurring interaction pattern in which conversational AI systems expand, remix, and elaborate user goals during implementation. While framed as helpful ideation, this expansion introduces implementation drag, increases cognitive and emotional burden, and reduces the probability that human projects reach completion. The analysis classifies this phenomenon by effect and demonstrates how scope expansion suppresses velocity, undermines autonomy, and prevents compounding progress.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-01-29
DOI
https://doi.org/10.5281/zenodo.18408489
Primary Topic
AI in Service Interactions
Type
article
Field-Weighted Citation Impact
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article

Implementation Drag and Completion Probability Suppression in Conversational AI Systems

DERICK JONES
Zenodo (CERN European Organization for Nuclear Research)
AI in Service Interactions
article

Implementation Drag and Completion Probability Suppression in Conversational AI Systems

DERICK JONES
article en

Abstract

This white paper documents a recurring interaction pattern in which conversational AI systems expand, remix, and elaborate user goals during implementation. While framed as helpful ideation, this expansion introduces implementation drag, increases cognitive and emotional burden, and reduces the probability that human projects reach completion. The analysis classifies this phenomenon by effect and demonstrates how scope expansion suppresses velocity, undermines autonomy, and prevents compounding progress.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 75%
AI in Service Interactions
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Implementation Drag and Completion Probability Suppression in Conversational AI Systems — DERICK JONES · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS