Intelligent Agents

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Questions and Answers

Which of the following characteristics is essential for an agent to be considered autonomous?

  • Responsiveness to external social cues
  • Capability to perform specific tasks in an application
  • Ability to communicate with other agents
  • Capacity to work without human intervention (correct)

An agent's sole responsibility is reacting to its environment without proactively pursuing goals.

False (B)

Define what an agent is, in the context of its interaction with the environment, according to one of the provided definitions.

An agent is anything that can be viewed as perceiving its environment through sensors and acting upon that environment through effectors.

An agent's actions can be classified as either direct, affecting objects in the environment, or __________, influencing the mental states of other agents.

<p>indirect</p> Signup and view all the answers

Match the agent characteristic with a brief description:

<p>Situated = Exists within an environment and interacts with it Autonomous = Operates independently without external control Flexible = Responsive and adaptable to changing situations Proactive = Initiates actions to achieve goals</p> Signup and view all the answers

Which of the following is considered an internal environment component of an agent?

<p>Sensors (A)</p> Signup and view all the answers

If an agent operates in a deterministic environment, its actions will never have predictable outcomes.

<p>False (B)</p> Signup and view all the answers

Explain the primary difference between a standard agent and a purely reactive agent.

<p>A standard agent makes decisions based on its history, whereas a purely reactive agent makes decisions without considering past experiences.</p> Signup and view all the answers

An agent transforms sensory input into actions that affect its environment producing __________ actions that impact it.

<p>output</p> Signup and view all the answers

Match the description with the correct type of agent:

<p>Biological Agent = Living entities capable of autonomous actions Software Agent = Programs performing tasks for users or other programs Robotic Agent = Physical robots operating autonomously Computational Agent = Simulated agents in a computational environment</p> Signup and view all the answers

In complex environments, what level of control does an agent typically have?

<p>partial control (B)</p> Signup and view all the answers

The history of an agent is irrelevant when it comes to determining its current actions.

<p>False (B)</p> Signup and view all the answers

Briefly describe the purpose of Multi-Agent Systems (MAS).

<p>Multi-Agent Systems are designed to enable different software components to work together collaboratively to solve complex problems more effectively than they could individually.</p> Signup and view all the answers

The entity that moves between different platforms in a distributed system is known as a __________.

<p>mobile agent</p> Signup and view all the answers

Match the term with its description in the context of agent action

<p>Sensor input = The perception of the current environmental state Action output = The effect or change that the agent implements in the environment State = The internal condition of the agent Environment = The external surroundings in which the agent operates</p> Signup and view all the answers

Which environment type presents challenges due to unpredictable outcomes of agent actions?

<p>Nondeterministic (A)</p> Signup and view all the answers

A 'static' environment changes while the agent is deliberating an action.

<p>False (B)</p> Signup and view all the answers

What is the key problem an agent faces in designing its actions, according to the text?

<p>The key problem is deciding which of its actions it should perform in order to best satisfy its design objectives.</p> Signup and view all the answers

In the context of agent and environment interaction, history reflects the ___________ between an agent and its surroundings.

<p>interaction</p> Signup and view all the answers

Match the collaboration approach with its description in Multi-Agent Systems:

<p>Cooperative interaction = Agents work together towards a common goal Contract-based co-operation = Agents formalize interactions through contracts Negotiated cooperation = Agents bargain to reach agreements</p> Signup and view all the answers

Flashcards

What is an Agent?

An entity situated in an environment that is autonomous, controlling its own actions and responsive to its environment.

Autonomous Agents

Programs or systems that operate independently in a changing environment, observing, making decisions, and acting without direct human control.

Intelligent Agents

Software programs that perform tasks for users, they use knowledge and understand user goals to make decisions.

Agent interaction with environment

The agent takes sensory input from its environment and produces as output actions that affect it.

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Internal Agent Environment

Goals, sensors, beliefs, profile, knowledge, effectors, and abilities within the agent.

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External Agent Environment

User, other humans, other agents, platforms, servers, networks outside the agent.

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Agent State

The state of its internal environment plus its knowledge and beliefs about its external environment.

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Accessible Environment

An environment where agent can fully observe and access all relevant information.

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Deterministic Environment

An environment where the outcome of an action is predictable

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Static Environment

An environment that doesn't change while the agent is deliberating.

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Partial Control

Agents have only partial influence, and cannot completely control it.

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Standard Agent

The agent decides action based on its history (experiences).

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Purely Reactive Agent

The agent decides what to do disregarding history.

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Agent's actions (Direct vs Indirect)

Direct: Affect the objects in the environment. Indirect: Affecting mental attitudes of other agents.

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Multi-Agent Systems (MAS)

Cooperative work environment of different software components that work together.

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Study Notes

  • An agent is an entity situated in an environment.
  • An agent can work by itself without human intervention or other software processes.
  • Autonomous agents control their own actions.
  • Agents are flexible, responsive, proactive, and social.
  • An agent acts, has power, authority, or can represent another.
  • An agent perceives its environment through sensors.
  • Agents act upon the environment through effectors.
  • Autonomous agents are computer programs/systems operating independently in changing environments.
  • These agents observe, make decisions, and act without direct human control.
  • Intelligent agents are software programs performing tasks for users/programs.
  • They operate with autonomy, use knowledge, and understand user goals for decision-making.
  • An agent is a computer program working independently.
  • Agents can communicate with other systems or programs to perform specific application tasks.
  • Agents take sensory input from their environment.
  • Agents produce output actions which affect the environment.

Agent Environments

  • Internal environments consist of goals, sensors, beliefs, profiles, knowledge, effectors, and abilities.
  • External environments consist of users, other humans, other agents, platforms, servers, and networks.

Types of Agents

  • Autonomous Agents
  • Biological
  • Robotic Agents
  • Computational Agents
  • Artificial Life Agents
  • Software Agents
  • Task-Specific Agents
  • Entertainment Agents
  • Viruses
  • Agents aim to satisfy specific goals such as achieving a status or maximizing a function.
  • An agent's state includes its internal environment, knowledge, and beliefs about the external environment.
  • Agents are situated in environments that are accessible, partially accessible, or inaccessible.
  • Environments can be deterministic or nondeterministic and static or dynamic.
  • In complex environments, agents have partial control and can influence the environment.
  • A key problem for agents is deciding which actions to perform to satisfy design objectives.

Agent Interactions

  • Agents receive sensor input from their environment.
  • Agents produce actions as output.
  • History represents an agent's interaction with its environment.
  • Standard agents decide actions based on their history.
  • Purely reactive agents decide actions without reference to history.

Agent Functions

  • An agent starts in an internal state, observes its environment.
  • The agent's internal state is updated.
  • Then the action is selected and performed. The agent then repeats the cycle.
  • Agent actions are direct or indirect.
  • Direct actions affect objects in the environment.
  • Indirect actions send messages affecting the mental attitudes of other agents.

Multi-Agent Systems (MAS)

  • MAS represents a cooperative work environment with interacting software components.
  • Collaboration helps components handle complex problems.
  • Three main approaches to MAS:
  • Cooperative Interaction.
  • Contract-based Co-operation.
  • Negotiated Cooperation.
  • Mobile Agents move between platforms.

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