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AMAS (AI Multi-Agent Security Analysis System) uses causal reasoning to teach AI models to understand logical vulnerabilities like IDOR, privilege escalation, and workflow bypasses, rather than relyin…

A new study published on arXiv demonstrates that model collapse in large language models (LLMs) — the progressive degradation of models trained on their own outputs — follows predictable patterns of c…