Symbol V
V is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Read this term in its guide →Published equation contexts
Why this formula appears here
where is environmental state, the agent’s observation, and its action. Task success is not a property of the final message. It is an externally evaluated predicate V(,g) over final state and goal g . System reliability under task distribution D is
Read the representative guide
Symbol s_T
is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Read this term in its guide →Symbol g
g is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Read this term in its guide →How to interpret it
Read this expression with the definitions, units, and assumptions supplied by the article.
Research cited beside this formula
Published contexts (1)
A symbol can carry a different meaning in another article. Each occurrence keeps its own guide and term definitions.
Equation 5 · AI Agents & Systems
Why Coding Agents Fail: Long-Horizon Reliability in OpenAI Codex
This mathematical expression combines the displayed quantities; its precise role follows from the surrounding article text.
where is environmental state, the agent’s observation, and its action. Task success is not a property of the final message. It is an externally evaluated predicate V(,g) over final state and goal g . System reliability under task distribution D is
Equation guide → · Article →