The rapid expansion of artificial intelligence ecosystems has transformed open-source collaboration into one of the most powerful accelerators of innovation. Platforms such as OpenAI and Hugging Face have enabled researchers, developers, startups, and enterprises to distribute models globally within minutes. However, the same openness fueling AI advancement is simultaneously creating a dangerous and increasingly exploited attack surface for cybercriminals. A recent malicious