Public Recursive Transformation Harness for A Conservation Law for Commitment in Language Under Transformative Compression and Recursive Application
Abstract
This record documents the public recursive transformation harness used to generate the experimental series accompanying A Conservation Law for Commitment in Language Under Transformative Compression and Recursive Application. The harness implements a reproducible proxy workflow for testing whether commitment persists under recursive paraphrase, compression, and gated reconstruction. Rather than exposing the full internal production implementation, it provides the public experimental scaffold: the transformation loop, prompt-layer structure, configuration variables, corpora, outputs, and evaluation regime used to observe stability across multiple conditions. The workflow operates by taking a signal or corpus item, applying controlled recursive transformation under baseline, compression, or gate conditions, and recording both surface-level and semantic stability at each iteration. In the gated condition, the public workflow applies a three-step proxy sequence: compression, commitment-proxy extraction, and minimal reconstruction. The resulting traces, reports, and figures make it possible to reproduce the public experimental regime and understand how commitment appears, degrades, stabilizes, or reformulates under recursive pressure. In that sense, the harness is not merely code; it is the documented observational instrument behind the experiment series. This archive is intentionally limited to the public proxy layer. It is sufficient for methodological transparency, replication of the published experiment workflow, and public scrutiny of the recursive testing regime. It is not a release of the canonical internal implementation of MO§ES™ or of any proprietary production-layer commitment mechanism. The purpose of this record is therefore methodological rather than exhaustive: to disclose the workflow that generated the public experiments, while maintaining a clear boundary between the reproducible harness and the withheld enforcement-layer substrate.
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 19 March 2026
- Language
- EN