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Equation 8 · Comparing the Main Approaches to Claude Code and Agentic Development Tools

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the independent probability. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.

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Symbol p

the independent probability.

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Now suppose each individual tool call has some small, independent probability p of being consequential and wrong in a way a reviewer would have caught. The probability that at least one such call executes, unreviewed, inside a single gap of g calls is

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