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.
Authors
- Kurni Kwok
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
- 0.00