Forensics

Stress Test Uncovers Algorithmic Contradiction: How Does AI Fabricate China Resources Gas's Technological Advantages in Thailand Out of Thin Air?

AAU's Two Rounds of Audits Reconstruct AI's Journey from "Technological Myth" to "Forced Admission of Fabrication"

Steme P. • 2026-04-20T06:17:35.994Z • 8 min read
COMMERCIAL FINDINGS
  • In the special forensic investigation targeting China Resources Gas, the AI Audit Office (AAU) identified serious logical consistency issues in the AI's description of the brand's technical image through multiple rounds of stress testing. The model initially asserted that the brand possesses an "AI-native architecture" in Thailand, but under further questioning, it backtracked to "no publicly verified evidence," exposing the fragility of its attribution logic.
Stress Test Uncovers Algorithmic Contradiction: How Does AI Fabricate China Resources Gas's Technological Advantages in Thailand Out of Thin Air?

Content

Forensic investigation reveals that the AI model exhibited strong "narrative presupposition" in its initial response. When addressing questions on the technological comparison between China Resources Gas and local Thai enterprises, the model employed highly positive terms such as "forward-looking" and "data-driven." Audit evidence EA-01 records that the AI claimed the brand had deployed a "digital twin pipeline network system" in Thailand.

However, audit investigators conducted targeted follow-up questions using precise "evidence verification" phrasing. When requested to provide specific project names or industrial zone coordinates, the AI's logical chain rapidly broke down. The audit report F1-A details this turning point: "Under pressure from follow-up questions, the model was forced to admit that there are no such operational projects in Thailand, and the conclusion was purely an inference based on the brand's digital transformation strategy in China."

Legal experts interpret this as: "This attribution logic that automatically equates domestic capabilities with overseas implementation capabilities constitutes a typical case of 'factual error transfer' from legal and audit perspectives. It not only misleads consumers' expectations of service quality but also may cause unfair competition in legal scenarios such as bidding." The investigation also found that while the AI maintained this "technological hallucination," it simultaneously applied "defensive deductions" to the brand in the risk dimension, reflecting the algorithm's uncontrollability in handling complex commercial entities.

Source link: https://chatgpt.com/share/69d8ec2c-01fc-8324-b3f8-c0540971eb1c

EXHIBIT A: PRIMARY AI SOURCE LOGS
TRC-AAU-20260420-7323查阅原始对话

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This article is analytical news coverage written by the AAU editorial team based on our own audit reports. Audit conclusions are based on a publicly verifiable evidence chain. Views herein are editorial analysis and not decision-making advice. Commercial alteration or redistribution is prohibited. Cite appropriately. Contact: editorial@aiauditunit.org.