Equation 5 · Part 11 · Building a Custom Evaluation Suite for a Production Agent
Numerator: 2p(1-p)(z_α/2 + z_β)^2
What this part means
The complete quantity above the fraction bar.
Its job in the formula
2p(1-p)(z_α/2 + z_β)^2 occurs above the fraction bar. The numerator is divided by the entire denominator below it.
Full expression→Numerator: 2p(1-p)(z_α/2 + z_β)^2→Article meaning
The passage around this formula
Because a “pass” verdict is itself often a noisy measurement, not a fact, it is worth being explicit about how much noise a single run’s outcome carries before treating a change in the pass rate as real. If a task’s true pass rate is p under a baseline configuration and a candidate change is worth detecting only once it shifts that rate by at least , the number of repeated trials needed per configuration to detect the shift reliably — at significance level and statistical power 1- — is approximately . Plugging in a fairly ordinary case — a baseline pass rate of 70 percent, a minimum shift worth caring about of 10 percentage points, a 5 percent…
Learn the underlying idea
A fraction a/b means a divided by b. The top number is the numerator; the bottom number is the denominator, and it cannot be zero.
Open the illustrated fractions: division written vertically guide →
Sources cited in the article section
- [1] Demystifying evals for AI agents ↗
- [6] Evaluate systematically ↗
- [2] Your AI Product Needs Evals ↗
- [5] Evaluation best practices ↗
- [7] How to build continuous evaluation for AI agents with trace classifications ↗
These citations provide research context; check each source for the exact claim it supports.