The Institutional Boundary in Agentic AI
Description
Agentic artificial intelligence is moving from content generation toward tool use, transaction initiation, system modification, and other forms of consequential action. This working paper tests a bounded hypothesis: several communities may be encountering the same institutional boundary—the transition at which governed computational activity becomes a basis for institutional consequence and downstream reliance.
The prospective evidence consists of three arm’s-length 2026 artifacts: the World Economic Forum and Kearney’s AI-first operating-system report, the Google-hosted Cybernetic Agent Governance Engine, and HM Treasury’s Financial Services AI Adoption Plan. To test whether their apparent convergence merely reflects a common 2026 attention cycle, the paper adds three retrospective cases: Australia’s Robodebt scheme, Michigan’s MiDAS and claimant-services audits, and the Netherlands’ childcare-benefits scandal.
The paper proposes a six-stage analytical lifecycle: capability, authorization, present admissibility, execution, consequence, and reliance. It asks whether independent reviewers can apply that lifecycle without adopting the author’s terminology or commercial architecture.
The evidence supports further testing of a coherent boundary problem but remains insufficient to establish durable convergence or a mature scientific field. Institutional Computation is therefore presented only as a candidate research programme. A prospective coding protocol, public-review register, explicit disconfirming conditions, and a 31 January 2027 decision point make external use and disagreement—not another author-generated revision—the next required evidence.
Technical info
Public-review status
Version 0.7.0 is a frozen, citable public-review working paper. The assignment of a Zenodo DOI does not constitute peer review, independent validation, endorsement, field recognition, or external adoption.
No external engagement or independent coding is claimed at the date of release. Version 0.8.0 is blocked until an external actor causes a material intellectual change. Substantive changes to the files require a new version-specific DOI.
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Additional details
Additional titles
- Subtitle
- A Comparative Test Across Prospective Architectures and Officially Investigated Institutional Failures