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where L(a) is consequence. Better models can reduce the first factor. Sandboxes, permission policy, independent evaluators, and staged execution reduce the others. Security architecture should assume every factor is nonzero.
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Equation 3 · Security
Ten Failure Modes in Agentic Coding, from Prompt Injection to False Completion
This mathematical expression combines the displayed quantities; its precise role follows from the surrounding article text.
where L(a) is consequence. Better models can reduce the first factor. Sandboxes, permission policy, independent evaluators, and staged execution reduce the others. Security architecture should assume every factor is nonzero.