"Fully autonomous agents are defined by four elements that, in combination, ladder up to full agentic capability: reasoning, external memory, execution, and planning."
"Agents emerge when you place the LLM in the control flow of your application and let it dynamically decide which actions to take, which tools to use, and how to interpret and respond to inputs."
"The software must ultimately gain greater and greater autonomy in selecting between possible steps to take to solve a problem."
"Invoking a tool merely gives an LLM means to solve a problem, not the control to decide the way a problem should be solved."
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