Nov 30, 2023 · These concepts assembled together are essentially what we have come to refer to as an LLM Agent. In this post, I introduce LLM-powered agents and discuss what an agent is and some use cases for enterprise applications.

Jan 9, 2024 · Let’s breakdown components of LLM agents to better understand how they operate. 1. Large Language Model. The core computational engine of an LLM agent is a large language model. LLM is...

Dec 19, 2024 · In this section, we’ll explore the common patterns for agentic systems we’ve seen in production. We'll start with our foundational building block—the augmented LLM—and progressively increase complexity, from simple compositional workflows to autonomous agents. Building block: The augmented LLM

LLM Agent. The LlmAgent (often aliased simply as Agent) is a core component in ADK, acting as the "thinking" part of your application.It leverages the power of a Large Language Model (LLM) for reasoning, understanding natural language, making decisions, generating responses, and interacting with tools.

Oct 9, 2023 · This article provides an overview of LLM-based agents, from the simplest forms to those whose problem-solving processes mirror human-like complexities, and offers an engineer’s perspective on...

When building LLM agents, an LLM serves as the main controller or "brain" that controls a flow of operations needed to complete a task or user request. The LLM agent may require key modules such as planning, memory, and tool usage.

Mar 17, 2025 · Using the “Augmented” LLM, the Agent can observe the environment through textual input (as LLMs are generally textual models) and perform certain actions through its use of tools (like searching the web). To select which actions to take, the LLM Agent has a vital component: its ability to plan.

Mar 27, 2025 · The era of intelligent agents is upon us, driven by revolutionary advancements in large language models. Large Language Model (LLM) agents, with goal-driven behaviors and dynamic adaptation capabilities, potentially represent a critical pathway toward artificial general intelligence. This survey systematically deconstructs LLM agent systems through a methodology-centered taxonomy, linking ...

May 1, 2024 · What is an LLM-based agent? An agent is an autonomous unit programmed to perform tasks, make decisions, and communicate with the environment. Similarly, an LLM-based agent is an...

Feb 4, 2025 · Learn what LLM agents are, how they work, and the tools behind them. Explore real-world examples and see how to build an LLM agent for your projects.