The Loop Is the Product: An Empirical Companion to the Ouroboros Thesis (v2)
This report is the empirical companion to The Ouroboros Thesis: Looped Computation as a System Primitive for AI Systems (v1). It presents a shipped TypeScript implementation of the Ouroboros runtime, three production case studies (A11oy, Sentra, Amaru), and the experimental harness that closes the v1 agenda on adaptive depth, convergence traces, and loop-budget frontiers. The central claim is narrow and operational: when convergence is measurable, the loop trace is not a log but a deliverable that downstream audit, policy compilation, and regulated procurement can consume as evidence.
Authors
- Lutar, Stephen P., Jr., Stephen
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2026-04-30
- DOI
- https://doi.org/10.5281/zenodo.19934128
- Primary Topic
- Auction Theory and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00