Source link : https://tech365.info/breaking-the-jar-hardening-pickle-file-scanners-with-construction-conscious-fuzzing/
Synthetic intelligence and machine studying (AI/ML) fashions are more and more shared throughout organizations, fine-tuned, and deployed in manufacturing techniques. Cisco’s AI Protection providing features a mannequin file scanning instrument designed to assist organizations detect and mitigate dangers in AI provide chains by verifying their integrity, scanning for malicious payloads, and guaranteeing compliance earlier than deployment. Strengthening our capability to detect and neutralize these threats is essential for safeguarding each AI mannequin integrity and operational safety.
Python pickle information comprise a big share of ML mannequin information, however they introduce important safety danger as a result of pickles can execute arbitrary code when loaded, even a single untrusted file can compromise a complete inference setting. The safety danger is compounded by the open and accessible nature of mannequin information within the AI developer ecosystem, the place customers can obtain and execute mannequin information from public repositories with minimal verification of their security. In an try to remediate the priority, builders have created safety scanners like ModelScan, fickling, and picklescan to detect malicious pickle information earlier than they’re loaded. As safety instrument builders ourselves, we all know that guaranteeing these instruments are sturdy requires steady testing and validation.
That’s more durable to perform than it sounds. The…
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Author : tech365
Publish date : 2025-12-12 00:55:00
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