Tuttotorna/Pre-Deployment-Structural-Gate: v0.0.1 — Stable Structural Gate API

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Authors: Massimiliano Brighindi brighissimo@gmail.com
Cited by: 0

Abstract

Initial stable release of the Pre-Deployment Structural Gate (PDSG). This release establishes a frozen public API for a post-hoc, model-agnostic structural gate designed to detect saturation, irreversibility, and instability before scaling or deployment. PDSG provides categorical verdicts (GO / NO_GO / RISK / UNSTABLE) and a confidence envelope (ICE), without accessing model internals or exposing structural metrics. The gate is engine-agnostic and ready to consume private structural engines (e.g. OMNIA) via a strict adapter contract, while remaining fully functional as a standalone defensive pre-check.

Fields of Study & Subjects

Adversarial Robustness in Machine Learning Software System Performance and Reliability Explainable Artificial Intelligence (XAI)

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
27 January 2026