The obvious lesson is: always provide your agents with design hints and extensive documentation about what they are going to do. Such documentation can be obtained by the agent itself. And, also, make sure the agent has a markdown file with the rules of how to perform the coding tasks, and a trace of what it is doing, that is updated and read again quite often.
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trufflehog filesystem /path/to/your/code --only-verifiedThe pattern we uncovered here (public identifiers quietly gaining sensitive privileges) isn't unique to Google. As more organizations bolt AI capabilities onto existing platforms, the attack surface for legacy credentials expands in ways nobody anticipated.