Equation 2 · Part 5 · Measuring AI Agent Architectures: Evidence, Benchmarks, and Uncertainty
Symbol p^k
What this part means
is one of the signed contributions combined to compute the quantity on the left.
Its job in the formula
is one of the signed contributions combined to compute the quantity on the left.
Full expression→Symbol p^k→Article meaning
The passage around this formula
The distinction matters because the two metrics behave very differently even under the most favourable possible assumption — that trials are statistically independent. Write p for the probability that a single trial on a given task succeeds. Under independence, . The first quantity rises quickly toward one as k grows, which is the intuitive but misleading sense in which “just try again” seems to fix unreliability. The second quantity falls quickly toward zero, and it is the quantity that matters if a task must be completed correctly on a specific occasion rather than merely being solvable in principle across several attempts.
Learn the underlying idea
An exponent tells how a base is used in multiplication. In x³, x is the base and 3 is the exponent: x³ = x × x × x.
Open the illustrated exponents: repeated multiplication and powers guide →
See this notation across published equations →
Sources cited in the article section
- [6] tau-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains ↗
- [7] AgentBench: Evaluating LLMs as Agents ↗
These citations provide research context; check each source for the exact claim it supports.