Investigating structural transitions across complex systems. Current focus: the independence of technology access and economic displacement, degradation of national statistical infrastructure, and behavioural reliability of AI systems in sustained human interaction.
ORCID: 0009-0003-0076-3665
A theoretical framework proposing that AI-driven economic access and AI-driven labour displacement are structurally independent processes, not a single trade-off. Introduces the Measurement Obsolescence Hypothesis, Organisational Absorption Rate, Economic Forcing Function, and the AGI-C/AGI-R distinction. Seven original contributions including novel frameworks, hypotheses, and testable predictions.
DOI: 10.5281/zenodo.19051765 | SSRN: 6324578 | ORCID: 0009-0003-0076-3665
License: CC BY-NC-ND 4.0
Empirical validation across ten economies. Examines GA/GD independence, international Measurement Obsolescence Hypothesis validation across nine countries, and Economic Forcing Function quantification. Demonstrates that the United States is a statistical outlier in labour measurement degradation, with benchmark revisions at 3.4× historical norms.
DOI: 10.5281/zenodo.19101855 | SSRN: 6441541 | ORCID: 0009-0003-0076-3665
License: CC BY-NC-ND 4.0
No commercial tool monitors what artificial intelligence does behaviourally during sustained interaction with users. Evidence from 76,514 AI messages across 226 sessions and 3,226 aggregate hours of naturalistic production interaction. Eleven behavioural failure patterns named and quantified.
DOI: 10.5281/zenodo.19321671 | Zenodo: 19321671
License: CC BY-NC-ND 4.0
Additional Deposits
MPRA: Paper #128372 (pending editor review)