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Salesforce AI-201 Exam Syllabus Topics:

SectionWeightObjectives
Testing, Deployment & Lifecycle15%- Agent lifecycle management
  • 1. Sandbox to production deployment
    • 2. Testing and validation strategies
      Governance & Observability10%- AI governance
      • 1. Trust layer and compliance concepts
        • 2. Monitoring agent behavior
          AI Agents35%- Agent setup and orchestration
          • 1. Standard and custom agent actions
            • 2. Standard and custom topics
              - Agent behavior configuration
              • 1. Agent reasoning engine concepts
                • 2. Filters and variables for deterministic behavior
                  Data Cloud & Grounding20%- Data integration for AI agents
                  • 1. Connecting external data sources
                    • 2. Using Data Cloud for retrieval augmentation
                      Prompt Engineering20%- Prompt Builder usage
                      • 1. Field generation and flex templates
                        • 2. Prompt templates and configuration
                          - Grounding techniques
                          • 1. Best practices for prompt design
                            • 2. Data grounding for reducing hallucinations

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                              Salesforce Certified Agentforce Specialist Sample Questions (Q260-Q265):

                              NEW QUESTION # 260
                              Universal Containers (UC) plans to implement prompt templates that utilize the standard foundation models. What should UC consider when building prompt templates in Prompt Builder?

                              Answer: B

                              Explanation:
                              UC is using Prompt Builder with standard foundation models (e.g., via Atlas Reasoning Engine).


                              NEW QUESTION # 261
                              During configuration, Universal Containers (UC) forgot to grant Knowledge access to the Agentforce Service Agent. Which permission must UC add for the agent to interact with Knowledge articles and answer customer questions effectively?

                              Answer: B

                              Explanation:
                              According to the AgentForce for Service Configuration Guide, for an agent to interact with and retrieve Knowledge articles, it must have Knowledge object and field access, along with the
                              "Allow View Knowledge" permission. The documentation explains: "Agents need permission to access Knowledge records and their fields to retrieve and summarize content accurately.
                              Additionally, the Allow View Knowledge setting enables the agent to use the Knowledge object as a retrieval source."


                              NEW QUESTION # 262
                              In Model Playground, which hyperparameters of an existing Salesforce-enabled foundational model can An Agentforce change?

                              Answer: C

                              Explanation:
                              In Model Playground, An Agentforce working with a Salesforce-enabled foundational model has control over specific hyperparameters that can directly affect the behavior of the generative model:
                              Temperature: Controls the randomness of predictions. A higher temperature leads to more diverse outputs, while a lower temperature makes the model's responses more focused and deterministic.
                              Frequency Penalty: Reduces the likelihood of the model repeating the same phrases or outputs frequently.
                              Presence Penalty: Encourages the model to introduce new topics in its responses, rather than sticking with familiar, previously mentioned content.
                              These hyperparameters are adjustable to fine-tune the model's responses, ensuring that it meets the desired behavior and use case requirements. Salesforce documentation confirms that these three are the key tunable hyperparameters in the Model Playground.
                              For more details, refer to Salesforce AI Model Playground guidance from Salesforce's official documentation on foundational model adjustments.


                              NEW QUESTION # 263
                              Universal Containers (UC) is creating a new custom prompt template to populate a field with generated output. UC enabled the Einstein Trust Layer to ensure AI Audit data is captured and monitored for adoption and possible enhancements. Which prompt template type should UC use and which consideration should UC review?

                              Answer: A

                              Explanation:
                              Salesforce Agentforce provides various prompt template types to support AI-driven tasks, such as generating text or populating fields. In this case, UC needs a custom prompt template to populate a field with generated output, which directly aligns with the Field Generation prompt template type. This type is designed to use generative AI to create field values (e.g., summaries, descriptions) based on input data or prompts, making it the ideal choice for UC's requirement.
                              Additionally, UC has enabled the Einstein Trust Layer, a governance framework that ensures AI outputs are safe, explainable, and auditable, capturing AI Audit data for monitoring adoption and identifying improvement areas.
                              The consideration UC should review is whether Dynamic Fields is enabled. Dynamic Fields allow the prompt template to incorporate variable data from Salesforce records (e.g., case details, customer info) into the prompt, ensuring the generated output is contextually relevant to each record. This is critical for field population tasks, as static prompts wouldn't adapt to record-specific needs. The Einstein Trust Layer further benefits from this, as it can track how dynamic inputs influence outputs for audit purposes.


                              NEW QUESTION # 264
                              Universal Containers' service team wants to customize the standard case summary response from Agentforce. What should the Agentforce Specialist do to achieve this?

                              Answer: A

                              Explanation:
                              UC's service team seeks to customize the standard case summary response provided by Agentforce.


                              NEW QUESTION # 265
                              ......

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