AI-Shaping Intelligence in Practice: Evidence from Project-Managing Shaped Intelligence

Project-managing shaped intelligence is the domain-facing capability evaluated in this paper. Established through the mediated-shaping approach, it is assessed in real project and BAU IT support contexts where fragmented source material must become cumulative project state, dependency and risk framing, project-health assessment and review-ready communication. The public-safe evidence combines a primary Project-managing evidence stream with supporting domain-extensibility evidence and one illustrative transfer-evaluation map. The controlling question is whether reconstruction, sequencing, domain-practice, subject-context, work-state, resumption and communication-preparation burden visibly shifted to shaped intelligence while unresolved matters and human authority remained explicit. The evidence may support initial capability evaluation and, where relevant, protected-stage discussion. It does not establish measured improvement, reproducibility, deployment assurance, method transfer or a separate financial-domain capability. Section 10 contains the controlling public evidence test; Appendix A provides lookup detail only when a trace point needs checking.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-30
DOI
https://doi.org/10.5281/zenodo.21701319
Primary Topic
Software Engineering Techniques and Practices
Type
article
Field-Weighted Citation Impact
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article

AI-Shaping Intelligence in Practice: Evidence from Project-Managing Shaped Intelligence

Kurni Kwok
Zenodo (CERN European Organization for Nuclear Research)
Software Engineering Techniques and Practices
article

AI-Shaping Intelligence in Practice: Evidence from Project-Managing Shaped Intelligence

Kurni Kwok
article en

Abstract

Project-managing shaped intelligence is the domain-facing capability evaluated in this paper. Established through the mediated-shaping approach, it is assessed in real project and BAU IT support contexts where fragmented source material must become cumulative project state, dependency and risk framing, project-health assessment and review-ready communication. The public-safe evidence combines a primary Project-managing evidence stream with supporting domain-extensibility evidence and one illustrative transfer-evaluation map. The controlling question is whether reconstruction, sequencing, domain-practice, subject-context, work-state, resumption and communication-preparation burden visibly shifted to shaped intelligence while unresolved matters and human authority remained explicit. The evidence may support initial capability evaluation and, where relevant, protected-stage discussion. It does not establish measured improvement, reproducibility, deployment assurance, method transfer or a separate financial-domain capability. Section 10 contains the controlling public evidence test; Appendix A provides lookup detail only when a trace point needs checking.

Zenodo (CERN European Organization for Nuclear Research)
Gender equality
Openalex Percentile: Top 3%
Software Engineering Techniques and Practices
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