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Security2026-07-26 · source-backed
Kahn and Hastings collected code from ChatGPT, Microsoft Copilot, and Google Gemini using identical prompts across three automation domains, then ran a standardized vulnerability review scored with CVSS v3.1 and mapped to OWASP Top 10:2021 and MITRE ATT&CK (arXiv 2607.20713). Every script had exploitable vulnerabilities. Nine of 17 identified vulnerability classes appeared in all three models' output, 14 of 17 in at least two, and weighted CVSS scores differed by less than 10% across platforms. The conclusion is the useful bit for anyone comparing vendors: risk tracks the task category, not the model. Switching providers buys you nothing. The real variable is whether generated automation ships without review.
Each link below shares sources, entities, or timing with this story.
Gemini competes with ChatGPT / Shared entities / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Gemini competes with ChatGPT); both cover ChatGPT, Microsoft Copilot; overlapping topics (chatgpt, code).
Gemini competes with ChatGPT / Shared entity: Google Gemini / Shared topic / Earlier coverage
Linked by a graph relationship (Gemini competes with ChatGPT); both cover Google Gemini; overlapping topics (ai-generated, code, review, vulnerability).
ChatGPT built by OpenAI / Shared entity: ChatGPT / Shared topic / Earlier coverage
Linked by a graph relationship (ChatGPT built by OpenAI); both cover ChatGPT; overlapping topics (chatgpt, code, model).
Microsoft criticizes Microsoft Copilot / Shared entities / Earlier coverage
Linked by a graph relationship (Microsoft criticizes Microsoft Copilot); both cover ChatGPT, Microsoft Copilot; earlier ChatGPT coverage from 2026-05-21.
Microsoft criticizes Microsoft Copilot / Shared entity: ChatGPT / Same source domain / Tension
Linked by a graph relationship (Microsoft criticizes Microsoft Copilot); both cover ChatGPT; reported by the same outlet (arxiv.org).
ChatGPT built by OpenAI / Shared entity: ChatGPT / Shared topic / Earlier coverage
Linked by a graph relationship (ChatGPT built by OpenAI); both cover ChatGPT; overlapping topics (chatgpt, code).
Samsung uses ChatGPT / Shared entity: ChatGPT / Shared topic / Earlier coverage
Linked by a graph relationship (Samsung uses ChatGPT); both cover ChatGPT; overlapping topics (chatgpt, code).
ChatGPT built by OpenAI / Shared entity: ChatGPT / Shared topic / Earlier coverage
Linked by a graph relationship (ChatGPT built by OpenAI); both cover ChatGPT; overlapping topics (ai-generated, chatgpt).