Kurni Kwok AI shaping · operating-model design
Capability evidence paper

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

A public-safe capability-evidence paper on project-managing shaped intelligence, visible two-sided work-burden shift and human authority.

Formal public evidence working paper · Stable DOI · Mediated-shaping project-work instance.

This page is the website summary of the DOI-backed paper; the paper itself remains the formal public capability-evidence source. Website explanations may sharpen supported formulations, but this landing page does not attribute later website wording to the paper unless the paper itself carries it.

Route diagram highlighting the AI shaping capability evidence paper within the public papers and evaluation route.
Use the Project-managing evidence paper for the mediated-shaping project-work instance and its bounded public evidence test.
Latest version via stable DOI
Formal public record

Paper purpose

  • It evaluates the distinct Project-managing shaped-intelligence evidence object.
  • The evidence environment is project and BAU IT support work.
  • It supports public-stage capability evaluation only, not implementation proof or method transfer.

The landing page summarises and routes. The stable DOI resolves to the latest public version and remains the public route for formal wording, version access and citation.

Paper roleDistinct Project-managing evidence object established through the mediated-shaping approach
Permitted conclusionDecide only whether the six-part public evidence spine justifies protected-stage discussion.
Stop ruleDo not infer implementation assurance, measured improvement, reproducibility, method transfer or a separate domain claim.

Use this paper when

  • You need the bounded public evidence instance.
  • You need the work-burden shift test.
  • You need to understand the public-stage review threshold and protected-stage limit.

Latest version and DOI

Paper set
Published paper set
Current formal-public version
v1.88
Paper updated
28 July 2026, 12:22 pm AEST
Paper role
Project-managing Capability Evidence paper
Author
Kurni Kwok
First published
24 June 2026
Latest version route
Latest version via stable DOI
Stable DOI
10.5281/zenodo.20830131
Licence
Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)
Evidence review

Public reader should check

Use the paper to check the public evidence instance and whether the visible evidence justifies protected-stage discussion.

  • Visible work-burden shift.
  • Human-owned authority.
  • The public-stage limit.
  • Whether protected-stage discussion is justified.

Abstract

This paper presents a public-safe capability-evidence instance under the mediated-shaping approach through AI-shaping intelligence: project-managing shaped intelligence in project and business-as-usual (BAU) IT support contexts. Within the category, shaped intelligence carries a reusable and iteratively improvable domain work pattern and reusable work basis; in this paper, the evidence object is whether visible before/after transitions show two-sided work-burden shift moving from the responsible person to project-managing shaped intelligence while purpose, supplied context, judgement, review, approval, disclosure, escalation, communication, decisions and real-world action remain human-owned.

The structured public evidence package has two evidence streams and one illustrative transfer-evaluation map. Supporting domain-extensibility evidence comes from the actual extension from vendor-evaluating shaped intelligence into broader project-managing shaped intelligence. Primary capability evidence comes from project-managing shaped intelligence tested in real project and BAU IT support contexts. The illustrative map shows a planned protected-stage cross-domain transfer evaluation into stock-evaluating shaped intelligence, followed only after materialisation and evaluation by possible extension into portfolio-managing shaped intelligence. It creates no stock- or portfolio-domain capability evidence, provides no financial advice and authorises no action.

Section 10 is the controlling public evidence test; Appendix A provides lookup detail where a trace point needs checking. The permitted public conclusion is limited to initial capability evaluation and whether protected-stage discussion is justified. The paper is not implementation guidance, deployment assurance, reproducibility proof, measured-improvement proof, product-performance assurance, method transfer, financial advice, portfolio advice, investment-management assurance or a separate domain capability claim.

Public contribution

  • Presents public-safe evidence from project-managing shaped intelligence.
  • Tests visible before/after transitions in recurring work burden.
  • Keeps the human-authority boundary explicit.
  • Separates supporting evidence, primary capability evidence and illustrative transfer framing.

Public boundary

This paper supports bounded public-stage capability evaluation only. Use Section 10 as the controlling public evidence test. Implementation-level review belongs in protected-stage discussion.

Citation

Kwok, Kurni. (2026). AI-Shaping Intelligence in Practice: Evidence from Project-Managing Shaped Intelligence. Zenodo. https://doi.org/10.5281/zenodo.20830131.

Distinct evidence object

This paper evaluates Project-managing shaped intelligence established through the mediated-shaping approach. The separately published Product-managing paper evaluates bounded operational maturity, observable but unquantified coordination value and direct-approach contribution within a distinct product-level instance; neither paper ranks one shaping approach above the other.

Reading sequence

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