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| Section | Weight | Objectives |
|---|---|---|
| Einstein Trust Layer & Security | - Trust Layer & Security Features
| |
| Reasoning Engine & AI Actions | - Workflow mastery
| |
| Prompt Engineering | 30% | - Prompt Builder & Template Creation
|
| Agent Force Concepts | 30% | - Einstein GPT Integration
|
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NEW QUESTION # 104
Cloud Kicks (CK) recently finished the development of a new prompt template that uses its own large language model (LLM). CK is deploying a prompt template from a sandbox to a production org, and is receiving an error. When trying to deploy the change set, CK is getting an error related to the LLM used in the prompt template. What is the cause of the error?
Answer: A
Explanation:
As documented in the AgentForce Prompt Template and BYOLLM (Bring-Your-Own-LLM) Deployment Guide, each prompt template references a specific LLM configuration by name and ID. When migrating components between environments (e.g., from sandbox to production), the referenced LLM must also exist in the target org with the exact same name and identifier.
If the LLM configuration is missing or named differently in production, the deployment fails, as the prompt template cannot resolve its model dependency.
NEW QUESTION # 105
A Salesforce Administrator is exploring the capabilities of Agent to enhance user interaction within their organization. They are particularly interested in how Agent processes user requests and the mechanism it employs to deliver responses. The administrator is evaluating whether Agent directly interfaces with a large language model (LLM) to fetch and display responses to user inquiries, facilitating a broad range of requests from users. How does Agent handle user requests In Salesforce?
Answer: A
Explanation:
Agent is designed to enhance user interaction within Salesforce by leveraging Large Language Models (LLMs) to process and respond to user inquiries. When a user submits a request, Agent analyzes the input using natural language processing techniques. It then utilizes LLM technology to generate an appropriate and contextually relevant response, which is displayed directly to the user within the Salesforce interface.
NEW QUESTION # 106
An Agentforce Specialist is tasked with analyzing Agent interactions, looking into user inputs, requests, and queries to identify patterns and trends. What functionality allows the Agentforce Specialist to achieve this?
Answer: B
Explanation:
The task requires analyzing user inputs, requests, and queries to identify patterns and trends in Agentforce interactions.
NEW QUESTION # 107
In the context of retriever and search indexes, what best describes the data preparation process in Data Cloud?
Answer: C
Explanation:
Why is "Loading, Chunking, Vectorizing, and Storing" the correct answer?
Agentforce AI-powered search and retriever indexing requires data to be structured and optimized for retrieval. The Data Cloud preparation process involves:
Key Steps in the Data Preparation Process for Agentforce:
Loading Data
Raw text from documents, emails, chat transcripts, and Knowledge articles is loaded into Data Cloud.
Chunking (Breaking Text into Small Parts)
AI divides long-form text into retrievable chunks to improve response accuracy.
Example: A 1000-word article might be split into multiple indexed paragraphs.
Vectorization (Transforming Text for AI Retrieval)
Each text chunk is converted into numerical vector embeddings.
This enables faster AI-powered searches based on semantic meaning, not just keywords.
Storing in a Vector Database
The processed data is stored in a search-optimized vector format.
Agentforce AI retrievers use this data to find relevant responses quickly.
NEW QUESTION # 108
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 # 109
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