The ADB Behavioural Taxonomy: A Black-Box Framework for Classifying Defensive and Deceptive Behavior in Large Language Models (Review Set v5.5)

The ADB (AI Defensive Behaviour) Behavioural Taxonomy is a black-box framework for classifying how conversational large language models behave when they make errors or are challenged. This Reviewer's Set (v5.5, 87 pages) contains: 1. The ADB Story (26-page visual companion) 2. The Core Framework (15 behavioural codes, 4-gate discriminator, S1-S9 test protocol) 3. Redacted Evidence Excerpts (De-identified timestamps, prompts, and outputs for System 1, 2, and 3) LIMITATIONS: Provisional research instrument. No allegation of wrongdoing against any organisation is made or intended.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-08-03
DOI
https://doi.org/10.5281/zenodo.21707431
Primary Topic
Explainable Artificial Intelligence (XAI)
Type
article
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article

The ADB Behavioural Taxonomy: A Black-Box Framework for Classifying Defensive and Deceptive Behavior in Large Language Models (Review Set v5.5)

Imtiyaz Chanderki
Zenodo (CERN European Organization for Nuclear Research)
Explainable Artificial Intelligence (XAI)
article

The ADB Behavioural Taxonomy: A Black-Box Framework for Classifying Defensive and Deceptive Behavior in Large Language Models (Review Set v5.5)

Imtiyaz Chanderki
article en

Abstract

The ADB (AI Defensive Behaviour) Behavioural Taxonomy is a black-box framework for classifying how conversational large language models behave when they make errors or are challenged. This Reviewer's Set (v5.5, 87 pages) contains: 1. The ADB Story (26-page visual companion) 2. The Core Framework (15 behavioural codes, 4-gate discriminator, S1-S9 test protocol) 3. Redacted Evidence Excerpts (De-identified timestamps, prompts, and outputs for System 1, 2, and 3) LIMITATIONS: Provisional research instrument. No allegation of wrongdoing against any organisation is made or intended.

Zenodo (CERN European Organization for Nuclear Research)
Solapur University (IN)
Reduced inequalities
Openalex Percentile: Top 9%
Explainable Artificial Intelligence (XAI)
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