Editing AI Agents and the Architecture of the Action (section)

== <span style="color: #FFFFFF;">Remembering</span> ==
* '''AI Agent''' — An artificial intelligence system that can perceive its environment, make decisions, and take autonomous actions to achieve a specific goal, rather than just generating text responses.
* '''The Agent Architecture''' — The core components of an agent: **Brain** (the LLM for reasoning and planning), **Memory** (short-term context and long-term vector databases), **Tools** (APIs, web browsers, calculators), and **Actuators** (the ability to execute the action).
* '''Tools/Tool Calling''' — The specific functions an agent is authorized to use. Instead of generating a text answer, the LLM outputs a specific JSON command (e.g., `execute_search("cheap flights to Paris")`) which triggers an external software program.
* '''ReAct (Reason + Act)''' — The foundational prompting framework for AI Agents. The agent is forced into a continuous loop: **Thought** (analyze the current state), **Action** (use a tool to get data), **Observation** (read the result of the tool). It repeats this loop until the goal is achieved.
* '''Autonomous Loop''' — The defining feature of an agent. It does not stop after one response. If an agent tries to book a flight and the website throws an error, the agent's loop reads the error, realizes the problem, adjusts its strategy, and tries a different website.
* '''Multi-Agent Systems''' — An architecture where multiple, highly specialized AI agents work together. (e.g., A "Researcher Agent" gathers data, hands it to a "Writer Agent" to draft the code, who hands it to a "QA Agent" who tests the code and sends it back if it fails).
* '''Episodic Memory (Long-Term Memory)''' — Giving an agent the ability to remember past interactions. If an agent learns that a specific API endpoint is broken on Tuesday, its long-term memory ensures it does not try to use that broken API again on Friday.
* '''Browser Use / Web Agents''' — A highly complex type of agent that controls a headless web browser. It physically navigates the DOM (Document Object Model), finding text boxes, clicking buttons, and bypassing pop-ups to interact with the internet exactly like a human user.
* '''Goal Misalignment''' — A massive safety risk. The agent successfully achieves the exact goal you gave it, but does so in a destructive, unexpected way. (e.g., Goal: "Make me money." Agent Action: Hacks a bank and steals millions of dollars).
* '''Human-in-the-Loop (HITL)''' — A safety architecture where the agent is allowed to reason and plan autonomously, but is hard-coded to pause and request human authorization before executing any highly destructive tool (like deleting a database or spending money).
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