Equation 12 · Part 1 · Why Average Success Rate Hides the Failures That Matter Most
Symbol R
What this part means
R is part of the quantity the equation computes from the expression on the right.
Its job in the formula
R is part of the quantity the equation computes from the expression on the right.
Full expression→Symbol R→Article meaning
The passage around this formula
Finding the failure is only half the design problem. The other half is scoring it, and a plain pass/fail count throws away exactly the information a consequence-aware evaluation needs — it treats a wrong word choice and a deleted database as the same unit. A more defensible score weights each discovered failure mode by its consequence rather than counting it once: . where is the blast radius assigned to failure mode i : how much of a system, how much data, how many users or how much liability a given failure could plausibly reach, drawn from a small number of severity tiers rather than treated as a continuous unknown. This is not a hypothetical scoring scheme; tiered,…
Learn the underlying idea
A variable is a named place for a value. Its letter is a local label: x can mean position in one formula and a data point in another.
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Sources cited in the surrounding passage
- [11] Anthropic's Responsible Scaling Policy ↗
- [12] Preparedness Framework Version 2 ↗
- [9] Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile (NIST AI 600-1) ↗
These citations provide research context; check each source for the exact claim it supports.