Fishing in Troubled Waters: A Whole Flock, Caught Red-Faced - Public Research Brief

How should a publicly supported AI-resilience program connect a demonstrated market failure to its funding mechanism, governance and retained public value? This brief summarizes a satirical policy analysis. Its fictional review panel and verdict are rhetorical devices, not official determinations. The research question concerns institutional design; it does not require a claim of personal misconduct or concealed intent by the proposal's authors. The underlying essay reconstructs a proposed funding and procurement circuit, then tests its distribution of benefits, authority and accountability. It distinguishes acknowledging a real resilience problem from endorsing every financing instrument offered as its solution. The relevant inquiry is what public support purchases, which rights or benefits the public retains, and how conflicts are addressed in the operation of the proposed program. This record is a substantive public research brief accompanying the full manuscript. The work is independent of AI Frontiers and is not presented as peer reviewed. Related author edition: https://highlandreflexivepress.net/research/the-public-purse-private-carousel/#acquire AI tools assisted editorial preparation and formatting; Tony T. Nguyen is responsible for the research claims.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-28
DOI
https://doi.org/10.5281/zenodo.23744947
Primary Topic
Ethics and Social Impacts of AI
Type
preprint
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Fishing in Troubled Waters: A Whole Flock, Caught Red-Faced - Public Research Brief

Tony T. Nguyen
3 links
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
preprint

Fishing in Troubled Waters: A Whole Flock, Caught Red-Faced - Public Research Brief

Tony T. Nguyen
preprint en

Abstract

How should a publicly supported AI-resilience program connect a demonstrated market failure to its funding mechanism, governance and retained public value? This brief summarizes a satirical policy analysis. Its fictional review panel and verdict are rhetorical devices, not official determinations. The research question concerns institutional design; it does not require a claim of personal misconduct or concealed intent by the proposal's authors. The underlying essay reconstructs a proposed funding and procurement circuit, then tests its distribution of benefits, authority and accountability. It distinguishes acknowledging a real resilience problem from endorsing every financing instrument offered as its solution. The relevant inquiry is what public support purchases, which rights or benefits the public retains, and how conflicts are addressed in the operation of the proposed program. This record is a substantive public research brief accompanying the full manuscript. The work is independent of AI Frontiers and is not presented as peer reviewed. Related author edition: https://highlandreflexivepress.net/research/the-public-purse-private-carousel/#acquire AI tools assisted editorial preparation and formatting; Tony T. Nguyen is responsible for the research claims.

Zenodo (CERN European Organization for Nuclear Research)
Peace, justice, and strong institutions
Ethics and Social Impacts of AI
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