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Equation 2 · Measuring Claude Code and Agentic Development Tools: Evidence, Benchmarks, and Uncertainty

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nn

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nn

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That instability is worth making precise rather than gesturing at. If a benchmark of n instances is treated as n independent Bernoulli trials with true resolve probability p , the standard error of the observed proportion p^\hat p is

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