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| Section | Weight | Objectives |
|---|
| 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
|
| Testing, Deployment & Lifecycle | 15% | - Agent lifecycle management
- 1. Testing and validation strategies
- 2. Sandbox to production deployment
|
| Governance & Observability | 10% | - AI governance
- 1. Monitoring agent behavior
- 2. Trust layer and compliance concepts
|
| Data Cloud & Grounding | 20% | - Data integration for AI agents
- 1. Using Data Cloud for retrieval augmentation
- 2. Connecting external data sources
|
| AI Agents | 35% | - Agent setup and orchestration
- 1. Standard and custom topics
- 2. Standard and custom agent actions
- Agent behavior configuration
- 1. Filters and variables for deterministic behavior
- 2. Agent reasoning engine concepts
|
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Salesforce Certified Agentforce Specialist Sample Questions (Q267-Q272):
NEW QUESTION # 267
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 # 268
What considerations should an Agentforce Specialist be aware of when using Record Snapshots grounding in a prompt template?
- A. Email addresses associated with the object are excluded.
- B. Activities such as tasks and events are excluded.
- C. Empty data, such as fields without values or sections without limits, is filtered out.
Answer: B
Explanation:
Record Snapshots grounding in Agentforce prompt templates allows the AI to access and use data from a specific Salesforce record (e.g., fields and related records) to generate contextually relevant responses. However, there are specific limitations to consider. Let's analyze each option based on official documentation.
NEW QUESTION # 269
Universal Containers wants to allow its service agents to query the current fulfillment status of an order with natural language. There is an existing autolaunched flow to query the Information from Oracle ERP, which is the system of record for the order fulfillment process. How should an Agentforce Specialist apply the power of conversational AI to this use case?
- A. Create a Flex prompt template in Prompt Builder.
- B. Create a custom Agent action which calls a flow.
- C. Configure the Integration Flow Standard Action in Agent Builder.
Answer: B
Explanation:
Why is "Create a custom Agent action which calls a flow" the correct answer?
In Agentforce, the best way to allow service agents to query order fulfillment status from an external system (Oracle ERP) using natural language is to create a custom Agent action that invokes an existing autolaunched flow.
Key Considerations for This Approach:
Custom Agent Action Triggers the Flow
A custom Agent action is designed to call Salesforce flows, enabling external system integration.
The flow retrieves real-time fulfillment data from Oracle ERP and returns results to the agent.
Enables AI-Powered Query Execution
The Agent can understand natural language and map user utterances to the correct Agent action.
This ensures that agents receive accurate order fulfillment updates quickly.
No Need for Manual Data Entry
Instead of manually searching Oracle ERP, agents can query fulfillment status using AI-powered Agentforce workflows.
NEW QUESTION # 270
A developer is using the Salesforce CLI to deploy agent components from a sandbox to production. They recently made a change to several topics, instructions, and actions. Which metadata component should the developer include in their package.xml file that contains all of the topics and actions an agent will interact with?
- A. genAiPlannerBundle
- B. EinsteinAiPlannerBundle
- C. BotBundle
Answer: A
Explanation:
Comprehensive and Detailed Explanation From Exact Extract of AgentForce documents:
The metadata component that contains the complete configuration for an Agentforce Agent, including references to all its topics and actions, is GenAiPlannerBundle (A).
In Salesforce development using the Metadata API or the Salesforce CLI, an Agentforce Agent is represented by a planner metadata type.
In recent Salesforce API versions (v64 and above, as of this knowledge base), the core agent component is the GenAiPlannerBundle. This acts as the container or planner that defines the agent's reasoning engine and bundles together all the necessary references to the Topics (represented by the GenAiPlugin metadata type) and the Actions (represented by the GenAiFunction metadata type) that the agent is allowed to execute. Deploying the GenAiPlannerBundle is essential for deploying a complete, updated Agentforce Agent configuration.
Prior to version 64, the component was named GenAiPlanner, which serves the same conceptual role. Since modern DevOps pipelines strive for the latest capabilities, GenAiPlannerBundle is the most current and accurate answer for a full agent deployment.
NEW QUESTION # 271
An Agentforce is creating a custom action in Agent. Which option is available for the Agentforce Specialist to choose for the custom copilot action?
- A. Apex trigger
- B. SOQL
- C. Flows
Answer: C
Explanation:
When creating a custom action in Agent, one of the available options is to use Flows. Flows are a powerful automation tool in Salesforce, allowing the Agentforce Specialist to define custom logic and actions within the Copilot system. This makes it easy to extend Copilot's functionality without needing custom code.
While Apex triggers and SOQL are important Salesforce tools, Flows are the recommended method for creating custom actions within Agent because they are declarative and highly adaptable.
NEW QUESTION # 272
......
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