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Equation 5 · Part 1 · Comparing the Main Approaches to AI Agent Architecture

Symbol h_t

hth_t
hth_t

What this part means

whatever state the system has chosen to retain.

Its job in the formula

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

Where the article explains it

where o≤to_{\le t} is the observation history, hth_t is whatever state the system has chosen to retain, and g is the task goal.

The passage around this formula

where o≤to_{\le t} is the observation history, hth_t is whatever state the system has chosen to retain, and g is the task goal. Nothing here is specific to language models; it is the generic shape of a controller. What actually distinguishes the four patterns below is not this equation but what each one does with hth_t : whether it is one growing…

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Learn the underlying idea

A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.

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Sources cited in the article section

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