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Misconfigured email auto-configuration globally, manipulating GitHub contribution histories to infiltrate supply chains, and adversarial Android malware factories.

LLM agents are central today, revealing new architectural risks like capability laundering and the stochastic deputy problem, while hardware vulnerabilities expand into GPU memory architectures.