← All parts of this equation

Equation 16 · Part 1 · Comparing the Main Approaches to AI Agent Architecture

Symbol v

v∈Vv \in V
vv

What this part means

v is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

Its job in the formula

v is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

The passage around this formula

where each node v ∈\in V is either a deterministic function or an invocation of some policy πv\pi_v , and γ\gamma is an explicit gate on the edge — a test, a validation check, or a human approval — that must pass before the transition is permitted. That is the structural reason human approval is a first-class primitive in this pattern rather than a wrapper bolted around it from outside: approval is just one kind of γ\gamma , attached to one particular edge, rather than a blanket condition on the whole run.

Read this part in the article →

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.

Open the illustrated variables: a letter stands for a value guide →

See this notation across published equations →

Sources cited in the article section

These citations provide research context; check each source for the exact claim it supports.