Σ-AFO/HM: Adaptive Functional Orchestration with Human–Machine Audit Barriers

Σ-AFO/HM specifies a falsifiable protocol for adaptive activation of logical verification functions under explicit quality and resource constraints, with human decision barriers, provenance, negative-result retention, and automated triple checks. The v0.1.0 release reports an internal synthetic held-out scheduler demonstration only. It does not establish real LLM compute, hardware energy, or datacenter-energy savings.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-08-28
DOI
https://doi.org/10.5281/zenodo.22136592
Primary Topic
Security and Verification in Computing
Type
preprint
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preprint

Σ-AFO/HM: Adaptive Functional Orchestration with Human–Machine Audit Barriers

Riccardo Giudici
Zenodo (CERN European Organization for Nuclear Research)
Security and Verification in Computing
preprint

Σ-AFO/HM: Adaptive Functional Orchestration with Human–Machine Audit Barriers

Riccardo Giudici
preprint en

Abstract

Σ-AFO/HM specifies a falsifiable protocol for adaptive activation of logical verification functions under explicit quality and resource constraints, with human decision barriers, provenance, negative-result retention, and automated triple checks. The v0.1.0 release reports an internal synthetic held-out scheduler demonstration only. It does not establish real LLM compute, hardware energy, or datacenter-energy savings.

Zenodo (CERN European Organization for Nuclear Research)
Security and Verification in Computing
DOIOpen Access PDFOpenAlex
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Σ-AFO/HM: Adaptive Functional Orchestration with Human–Machine Audit Barriers — Riccardo Giudici · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS