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Truffle Security found 543,699 unique credentials that were still valid in July after scanning 224 million repositories and more than 58 billion files. The findings show that GitHub’s protections reduced leaks within the categories they cover, but do not eliminate previously exposed secrets and do not include broad types of credentials.
Pierre Pureur, Kurt Bittner, and Todd Miller present five practical ways to use AI coding agents to document legacy services, identify architectural flaws, conduct security audits, build application foundations, and test scalable architectures. The article emphasizes that the speed of code generation does not replace defining architectural quality requirements and reviewing results manually.