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

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-30
DOI
https://doi.org/10.5281/zenodo.19934129
Primary Topic
Auction Theory and Applications
Type
article
Field-Weighted Citation Impact
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article

The Loop Is the Product: An Empirical Companion to the Ouroboros Thesis (v2)

Lutar, Stephen P., Jr., Stephen
Zenodo (CERN European Organization for Nuclear Research)
Auction Theory and Applications
article

The Loop Is the Product: An Empirical Companion to the Ouroboros Thesis (v2)

Lutar, Stephen P., Jr., Stephen
article en

Abstract

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.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 3%
Auction Theory and Applications
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The Loop Is the Product: An Empirical Companion to the Ouroboros Thesis (v2) — Lutar, Stephen P., Jr., Stephen · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS