AI-201 study materials - Salesforce AI-201 dumps VCE

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Salesforce AI-201 Exam Syllabus Topics:

Section	Weight	Objectives
Governance & Observability	10%	- AI governance 1. Monitoring agent behavior 2. Trust layer and compliance concepts
Prompt Engineering	20%	- Grounding techniques 1. Data grounding for reducing hallucinations 2. Best practices for prompt design - Prompt Builder usage 1. Field generation and flex templates 2. Prompt templates and configuration
Data Cloud & Grounding	20%	- Data integration for AI agents 1. Using Data Cloud for retrieval augmentation 2. Connecting external data sources
Testing, Deployment & Lifecycle	15%	- Agent lifecycle management 1. Testing and validation strategies 2. Sandbox to production deployment
AI Agents	35%	- Agent behavior configuration 1. Agent reasoning engine concepts 2. Filters and variables for deterministic behavior - Agent setup and orchestration 1. Standard and custom topics 2. Standard and custom agent actions

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Salesforce Certified Agentforce Specialist Sample Questions (Q146-Q151):

NEW QUESTION # 146
An Agentforce Specialist is assisting Universal Containers with troubleshooting an agent. The Agentforce Specialist notices that the agent is not using topic actions in the desired sequence, causing inconsistent outcomes. Which technique should the Agentforce Specialist recommend to ensure deterministic control over the order in which actions are executed?

A. Specify the order of actions.
B. Specify the large language model (LLM) provider and version.
C. Specify custom variables and filters.

Answer: A

Explanation:
The AgentForce Action Sequencing and Deterministic Flow Guide explains that to ensure actions are executed in a specific and predictable order, administrators must explicitly define the order of actions in the topic setup. The documentation states:
"To achieve deterministic control, sequence the topic's actions in the desired order of execution.
This ensures that dependent actions, such as data retrieval followed by record creation, execute consistently and predictably."

NEW QUESTION # 147
For an Agentforce Data Library that contains uploaded files, what occurs once it is created and configured?

A. Indexes the uploaded files into Data Cloud
B. Indexes the uploaded files in Salesforce File Storage
C. Indexes the uploaded files in a location specified by the user

Answer: A

Explanation:
In Salesforce Agentforce, a Data Library is a feature that allows organizations to upload files (e.g., PDFs, documents) to be used as grounding data for AI-driven agents. Once the Data Library is created and configured, the uploaded files are indexed to make their content searchable and usable by the AI (e.g., for retrieval-augmented generation or prompt enhancement). The key question is where this indexing occurs. Salesforce Agentforce integrates tightly with Data Cloud, a unified data platform that includes a vector database optimized for storing and indexing unstructured data like uploaded files. When a Data Library is set up, the files are ingested and indexed into Data Cloud's vector database, enabling the AI to efficiently retrieve relevant information from them during conversations or actions.

NEW QUESTION # 148
An administrator at Universal Containers is setting up a new Sales Development Representative (SDR) Agent. The agent's purpose is to nurture cold leads before connecting them to the assigned sales rep. To ensure the agent has all the necessary access to the leads in the North America sales region, what should the administrator data?

A. Create a criteria-based sharing rule to grant access to targeted lead records to SDR Agent User.
B. Assign the user in the highest-level role within the North America role hierarchy as the SDR Agent User.
C. Grant View All record permission of the Lead object to the `Einstein Agent User' profile,

Answer: A

Explanation:
According to the AgentForce Security and Data Access Configuration Guide, the best practice for ensuring an agent (such as an SDR Agent) can access specific records while maintaining security is to use criteria-based sharing rules. The documentation states: "When an AI Agent needs access to a subset of records (for example, regional leads), create a sharing rule granting access to that agent's user context based on defined criteria such as region or ownership."

NEW QUESTION # 149
Universal Containers' Agent Action includes several Apex classes for the new Agentforce Agent.
What is an important consideration when deploying Apex that is invoked by an Agent Action?

A. The Apex classes may bypass the 75% code coverage requirement as long as they are only used by the agent.
B. The Apex classes must have at least 75% code coverage from unit tests, and all dependencies must be in the deployment package.
C. Apex classes invoked by an Agent Action may be deployed with less than 75% test coverage as long as the agent is not activated in production.

Answer: B

Explanation:
Universal Containers (UC) is using Apex classes within an Agent Action for their Agentforce Agent. Deploying Apex in Salesforce has specific requirements, especially when tied to Agentforce functionality.

NEW QUESTION # 150
Universal Containers (UC) wants to make a marketing newsletter and directly use data from five unrelated objects (two standard and three custom) in a prompt template. How should UC accomplish this?

A. Create a flex template and use the five objects as inputs.
B. Create a prompt template-triggered flow to access the data from five objects.
C. Create a prompt template passing in special custom object that connects the records temporarily.

Answer: A

NEW QUESTION # 151
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