Deserialization
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Inference Server CVEs: vLLM, Ollama, llama.cpp, Triton
The serving layer now outproduces model files for critical CVEs. Verified entries in vLLM, Ollama, llama.cpp and Triton, and the three defects behind them.
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MLflow CVEs: Why 2.14.1 Still Fails Your Scanner
MLflow carries 80 published advisories and 17 with no patched version. Why scanning 2.14.1 returns unfixable findings, and which ones need real action.
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LangChain Security Vulnerabilities 2026: CVEs and Fixes
Six verified CVEs in LangChain and LangGraph expose secrets, files and chat history; one chain reaches RCE. CVSS scores, attack paths, patched versions.
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PyTorch Security: CVEs and Model Loading Hardening
PyTorch's most consequential CVEs cluster on one thing: loading a model file that runs code. A walk through the verified entries and how to harden.
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Unsafe Model Deserialization: Pickle CVEs and Defenses
Pickle-based model loading can execute arbitrary code. CVE-2025-32434 shows why safer formats, provenance checks, scanning, and sandboxing matter.