Comment by jsemrau
Most agent frameworks implement a ReAct (Reflect->Act) pattern in the form of a loop that "reasons" until a "final_answer" has been found. Most framworks also implement some form of session cache (scratchpad), tool use, and thought logging/tracing.
While most implementations are similar they are not easily transferable.