Architecture · system design · Load-bearing · GTM World Model v3.2

T29

The claim: [AGENTIC, C6+ EXTENSION] Governance maturity is not a safety tax on autonomy; it is a PRECONDITION for autonomy to lower cost at all. Under low G the fatigue term rho makes review a poor investment and cost-minimizing alpha drifts toward full autonomy despite worse reliability; under high G, review pays for itself and cost-minimizing alpha drifts toward heavy oversight at a LOWER absolute cost floor. Which side of the G threshold a vendor sits on decides the strategy, not the nominal autonomy level.
directional load-bearing Last updated 2026-06-18

Context

This thesis is part of the GTM World Model v3.2. For detailed mechanism, evidence, and operator implications, the extended content is being prepared. See the pillar page for the full model context.

Type: Architecture · system design · Load-bearing: yes

All theses

How to cite this

@misc{shalvi_gtm_thesis_t29_2026,
  author = {Singh, Shalvi},
  title  = {GTM World Model Thesis T29},
  year   = {2026},
  url    = {https://shalvisingh.com/gtm/theses/t29}
}

Singh, Shalvi. "GTM World Model Thesis T29." shalvisingh.com, 2026. https://shalvisingh.com/gtm/theses/t29