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Shandong University
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LLMs struggle to detect software vulnerabilities because faint vulnerability signals get drowned out by dominant functional code, but SAGE amplifies these signals to achieve state-of-the-art detection with smaller models.
Open-source code agents like OpenClaw are sitting ducks for shell command attacks, but a simple human-in-the-loop intervention can dramatically boost their security.