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and in that time has been confusing users and creating security
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It builds organizational context from your code, PR history, conversations, docs, and runtime signals. It maps relationships across systems, reconciles conflicting information, respects permissions, and surfaces what matters for the task at hand. Instead of guessing, agents operate with the same understanding as experienced engineers.