The Self-Undermining Assurance Problem: simulation notebook, results and reproducibility materials
Computational companion to The Self-Undermining Assurance Problem: Preserving Certifiability in Human–AI Knowledge Work. This release contains an executed simulation notebook, recorded dependencies, run records, tables, sensitivity and budget sweeps, analytical checks, and framework/figure generation scripts. The publi...