Supply Chain Attacks on AI Models: Poisoning, Backdoors, and Hugging Face Risks

How attackers compromise AI models before they reach production — through malicious fine-tuning, dataset poisoning, serialization exploits, and the unique risks of public model registries like Hugging Face Hub.