NEW350+ rooms now have a live terminal, so you can learn by typing the commands, right in your browser.Learn in a live terminal. 350+ rooms.Try a lab♥ Codelivly is 100% free, no paywall. If it helped you, chip in to keep it running.100% free. Help keep it so.Support us
[>_] ROOM · Cybersecurity
Model Supply Chain Attacks
Master the vulnerabilities of the AI supply chain. Learn how attackers compromise model repositories, exploit serialization flaws, and defend with Model SBOMs.
Room tasks
1What is the AI Model Supply Chain
2Risks of Downloading Models from Public Hubs (Hugging Face, etc.)
3Malicious Model File Formats (Pickle Exploits, Unsafe Serialization)
Frequently Asked Questions
What is a model supply chain attack?
It is an attack where a malicious or tampered model, dataset or dependency is introduced through a repository or pipeline you trust. Victims load it and unknowingly run attacker-controlled behavior.
Why are pickle model files dangerous?
Python pickle can execute arbitrary code when deserialized, so loading an untrusted model file may run attacker commands. Safer formats like safetensors store only tensors and avoid that risk.
How can I defend against poisoned models?
Pull models from verified sources, check hashes and signatures, scan files before loading and keep a model SBOM. This intermediate room on Codelivly is free and walks through these defenses.