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Other literature type . 2026
License: CC BY
Data sources: Datacite
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General Capability and Compliance Levels (GCCL)

Version 0.1: Conservative Default Profile
Authors: Chalupa, Marko Andreas Ernst;

General Capability and Compliance Levels (GCCL)

Abstract

GCCL v0.1 defines a tiered evaluation and certification framework for AI language systems deployed in organizational contexts with operational risk exposure (R3 and above). The specification establishes: task-generator-based domain evaluation to prevent benchmark overfitting; a dual-track drift detection regime (configuration drift τ and Behavioral Drift Index BDI); a Constraint-Boundary Variance Monitor (CBVM) as prospective early-warning signal; a formal five-level autonomy scale (A0–A4); and two compliance modes (Core and Extended) calibrated to organizational implementation capacity. GCCL v0.1 is designed to be compatible with ISO/IEC 42001:2023, EU AI Act (2024/1689), and enterprise SLA structures. Key parameters requiring empirical field calibration are explicitly identified as open parameters. This record is part of a three-layer governance architecture:- GCCL (system-level capability certification)- Decision Identity Protocol / DIP-CORE-1.0 (decision-level identity and re-legitimation)- Output-Only Diagnostics (doi:10.5281/zenodo.18361523) (observation-level structural drift detection) Status: Working Draft (WD). No part of this draft shall be cited as a finalized standard.

Keywords

drift detection, capability certification, benchmark integrity, working draft, enterprise compliance, decision identity, autonomy levels, BDI, ISO 42001, behavioral drift, EU AI Act, CBVM, AI governance

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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