CoPilot For Eclipse - The Joule Alternative

GitHub CoPilot works alongside you in the Eclipse Editor. It autogenerates code suggestions, provides correction syntax.

Free version includes:

50 agent mode or chat requests per month

2,000 completions per month

Access to Haiku 4.5, GPT-5 mini, and more

Copilot CLI

Getting started with Copilot. 

Open Eclipse Marketplace

Search for Copilot and Install Copilot4Eclipse

Restart and a new menu item will appear

Click Copy Code and Open

Paste the code when prompted

This will successfully connect the IDE to Copilot.

Now that we have added Copilot to Eclipse, let us configure it for sap abap. Go to Copilot > Preferences

Ensure ABAP is selected, if not, select it and save.

Let us test the automatic code generation by creating a class.

Create a class.

When creating the method the comment and methods are auto generated.

Press tab to add the auto generated codes

The class has some errors. Lets use the chat panel to get answers. From the menu open chat panel.

In the chat panel the class is automatically added. Lets ask in the chat to fix the code.

The Copilot recognizes the error and also performs the requested operation. It generates the correct code which can be copy pasted.

The generated code has some issues because the return type is not fully typed.

It returned a fix for this.

Well, the code is not perfect and there are restrictions of using SPFLI in trial server.

However, we were successfully able to use Copilot in Eclipse for free. 

Thanks.

Installing AI Helper Chat in Eclipse

 Today I will be installing the AI Helper Chat in Eclipse. Here is an overview of AI Helper Chat

AI-powered chat directly inside Eclipse, compatible with OpenAI, Ollama, Gemini, Qwen, and DeepSeek.

Key highlights:

• Support for multiple AI models: Ollama (local), OpenAI, Gemini, Qwen, and DeepSeek.
• Enhanced in-Eclipse chat experience: streaming responses, recent chat history, and Markdown/code rendering.
• Project-level credential configuration.
• Preparation for file/project reading support ([ACTION:READ_*], under development).
• Streaming optimization and PDE dependency fixes.

Coming soon: full file and project reading, improved remote model selection.

More Information: https://marketplace.eclipse.org/content/ai-helper-chat#details

Steps to Install.

Drag the Install button into Eclipse

Alternatively you can open Help > Eclipse Marketplace in Eclipse and Search AI Helper Chat

Trust and Click next and finish. Restart Eclipse.

Addon was not working properly during test so this will be updated later

How to install ABAP Development Tools in Eclipse

Step 1 Download and run Eclipse IDE from https://www.eclipse.org/downloads/packages/

Step 2: Select Eclipse for Java

Step 3: Download and Install via installer or download zip package and extract into a folder.

Step 4: Go to eclipse folder and start eclipse.exe

Step 5: Create a workspace and launch

Step 6: Add the ADT Plug-in to Eclipse. Click Help > Install New Software

Step 7: Enter the latest ADT URL https://tools.hana.ondemand.com/latest in the Work with section, press enter, select ABAP Development Tools and click Next >.

Step 8: Select as shown and click Next

Step 9: Accept and Click Finish

Step 10: Trust the Selected

Step 11: After installation is complete it will ask to restart Eclipse. Installation will download from Internet so it will take some time.

Step 12: Now ADT is installed. Switch to the ABAP perspective. Therefore select Window > Perspective > Other Perspective > Other.

Step 13: Select ABAP perspective

Step 14: The lastest ABAP Perspective will open and it will show Joule integrated in the perspective

Step 15: Lets sign in to HANA Trial Cockpit

Step 16: In Eclipse Open Cloud Project

Step 17: It will ask for the Service Instance URL

Step 18: To get the URL we need to service key. First go to https://cockpit.hanatrial.ondemand.com/trial/#/home/trial and login to your trial account (if not already done)

Step 19: Click the subaccount

Step 20: Under Cloud Foundry there will be instance for abap (already created earlier)

Step 21: Select the credentials

Step 22: Copy the URL from the Form. It is also present in the JSON

Step 23: Paste the URL in Eclipse

Step 24: Open Login Page via browser

Step 25: It will login autoatically as we have already logged into HANA Trial account via browser.

Step 26: Click Finish

Step 27: After login we can see the main package and user packages

Step 28: Here we can create our own package and start development. Right Click ZLOCAL, New > ABAP Package.

Step 29: Our package is created

Step 30: Right click on the package or select from the menu to create ABAP Repository Objects

C_CPE_2409: SAP Cloud Application Programming Model MCQ Questions for Practice

1 of 60

Which CAP feature allows real-time data synchronization and communication between different parts of an application or with external systems?

- Database Connectivity

- Service Extensibility

- Service Connectivity

- Message Queues and Event Brokers ✔

2 of 60

What are some of the capabilities of the SAP S/4HANA Virtual Data Model? Note: There are 2 correct answers to this question.

- It documents the relationships between entities ✔

- It provides a native UI to query the database tables

- It allows direct access to underlying database tables

- It enriches the entities with business semantics ✔

3 of 60

You have set up the scopes and attributes that are needed to protect your application in the Cloud Foundry environment, but a user is unable to access your application. What might be the reason?

- Role collections aren't assigned to the client application

- Roles aren't assigned to the client application

- Roles aren't assigned to the user ✔

- Role collections aren't assigned to the user

4 of 60

What are scopes in the context of SAP BTP XSUAA?

- Values that express authorizations or access rights ✔

- Entities that aggregate technical roles

- Collections of user credentials

- SAP BTP subaccounts

5 of 60

What is the function of the service metadata document in an OData service?

- To specify the API's security requirements

- To describe the types, sets, functions, and actions ✔

- To list the available entity sets, functions, and singletons

- To provide a human-readable description of the data model

6 of 60

Which open-source tools can be integrated with SAP BTP for enhanced observability? Note: There are 2 correct answers to this question.

- Logstash ✔

- Jenkins

- Terraform

- Prometheus ✔

7 of 60

Which configuration files are updated when you run the command cds add xsuaa'? Note: There are 2 correct answers to this question.

- xs-usertokens.json

- xs-security.json ✔

- Package.json ✔

- Cdsrc.json

8 of 60

What is the purpose of the SAP BTP, Cloud Foundry runtime?

- To manage SAP HANA databases

- To manage API integrations between SAP S/4HANA and legacy systems

- To provide an environment for developing and deploying cloud-native applications ✔

- To configure SAP S/4HANA systems

9 of 60

What features does the SAP Cloud SDK provide as part of Enterprise-specific adaptations of open source frameworks? Note: There are 2 correct answers to this question.

- Code samples

- Multi-tenant persistence ✔

- Feature toggling ✔

- Tightly coupled integration

10 of 60

Which services in SAP BTP can be used to store and retrieve technical information about target external systems?

- Destination Service ✔

- Core Data Service

- Connectivity Service

11 of 60

To consume a service from an on-premise system with CAP, which of the following must be configured?

- Event Mesh

- OAPI Management

- Destination Service

- Cloud Connector ✔

12 of 60

Why are extensions on top of SAP S/4HANA Cloud NOT affected by the quarterly update cycle of SAP S/4HANA Cloud?

- The Virtual Data Model of SAP S/4HANA Cloud remains unchanged.

- SAP provides maintenance agreements to fix any extension issues.

- The public interfaces of SAP S/4HANA represent a stable contract across the versions of SAP S/4HANA Cloud ✔

- The extension application runs only on SAP Business Technology Platform.

13 of 60

What is the primary function of kubectl?

- To set up cloud environments

- To configure storage systems

- To create virtual networks

- To interact with the Kubernetes API to manage cluster resources ✔

14 of 60

Which of the following tools are required to build Spring Boot applications using the SAP Cloud SDK? Note: There are 2 correct answers to this question.

- SAP Mobile Services (MDK)

- Apache Maven version 3.5 or above ✔

- Java SE Development Kit 8 ✔

- Spring Initializr

15 of 60

What are Kubernetes deployments used for?

- To manage Pods directly

- To roll out application updates with zero downtime ✔

- To configure network policies

- To create databases

16 of 60

Which entity in XSUAA holds several scopes?

- Role ✔

- User group

- Scope

- Role collection

17 of 60

You develop an application using the Cloud Foundry environment. What are some steps to restrict access to this application? Note: There are 2 correct answers to this question.

- Set the Scopes element to the required scope name in the xs-security.json file ✔

- Set the role-name attribute of the Security-role element in the web.xml file to the required role template name

- Set the Scopes element to the required scope name in the xs-app.json file

- Define the role template name in the role-templates element of the xs-security.json file ✔

18 of 60

What are the benefits of using Side-by-Side Extensibility? Note: There are 3 correct answers to this question.

- It provides support for hybrid scenarios ✔

- It can be implemented in the same software stack as the extended application

- It uses a complete development platform for creating extension applications ✔

- It uses In-App tools to adapt the standard UI

- It integrates with other cloud/non-cloud solutions when using SAP Business Technology Platform Integration services ✔

19 of 60

When creating a CI/CD job, what does defining Source Control Management (SCM) credentials enable?

- Retrieving your project from SCM when its build is triggered ✔

- Modifying your project source code automatically

- Managing your SCM credentials

20 of 60

Which of the following can you use to define external service APIs in CAP? Note: There are 2 correct answers to this question.

- OpenAPI (Swagger) ✔

- GraphQL schema

- EDMX for OData V2 and V4 ✔

- WSDL

21 of 60

In the context of a CAP application, what is one of the actions of the cds build command?

- To deploy the application to SAP BTP

- To create Docker images

- To compile the application ✔

- To execute test cases

22 of 60

Which command is used to create a Pod in Kubernetes from a YAML file?

- kubectl apply ✔

- kubectl get pod

- kubectl run <file>.yaml

- kubectl create -f ✔

23 of 60

What is the purpose of the .env file in a CAP project?

- To store values for runtime environment variables ✔

- To manage version control settings

- To specify UI component settings

24 of 60

What is the role of SAP Gardener in SAP BTP, Kyma runtime?

- It is a subaccount manager and deploys instances on the hyperscaler of your choice

- It manages Kubernetes clusters across various cloud providers ✔

- It is responsible for deploying SAP applications

25 of 60

When you create a CI/CD job for a low-code project, which options are available in the Release stage? Note: There are 2 correct answers to this question.

- Deploy to Private Server

- Deploy to Cloud Foundry ✔

- Deploy to Cloud Transport Management Service ✔

- Upload to FTP server

26 of 60

In SAP BTP, Cloud Foundry, what is the function of an organization?

- To define specific API endpoints for applications

- To manage users and spaces under a common resource pool ✔

- To allocate memory for applications

- To deploy applications

27 of 60

What is the role of a buildpack in Cloud Foundry?

- It acts as a database manager for applications.

- It binds services to applications.

- It builds a container image for applications during staging ✔

- It builds user roles and permissions.

28 of 60

What are some scenarios where you would use the SAP Cloud SDK in your application? Note: There are 2 correct answers to this question.

- You want to allow key users to create fields

- You want to build extensions using .NET

- You need advanced features in your app such as resilience and caching ✔

- You want to add new features to an existing Java application ✔

29 of 60

What are namespaces used for in CAP data models? Note: There are 2 correct answers to this question.

- To provide additional styling options

- To enhance data retrieval performance

- To manage version control

- To group related entities and types ✔

30 of 60

Which file is used to define the structure and components of a multitarget application (MTA) in SAP BTP?

- mtad.yaml

- mta.json

- manifest.json

- mta.yaml ✔

31 of 60

Out of the box, which of the following can CAP applications use to interact with external APIs and services? Note: There are 2 correct answers to this question.

- REST ✔

- OData ✔

- SOAP

- WebSockets

32 of 60

How do you run a CI/CD build manually without pushing changes to Git?

- Create and run "Build task" in Task Explorer

- Select 'Trigger a Build' in the CI/CD job's context menu ✔

- Select Deploy from the project's context menu in the Project Explorer

- Submit Changes via Sync & Share action

33 of 60

For local development in the SAP Cloud Application Programming Model, which database option is recommended?

- PostgreSQL

- SQLite ✔

- NoSQL

- SAP HANA Cloud

34 of 60

Which file includes by default the configuration for an external OData service in a Node.js CAP project?

- Manifest.json

- Index.js

- Package.json

- service.cds ✔

35 of 60

What are typical components of a Kubernetes worker node? Note: There are 3 correct answers to this question.

- etcd

- kube-proxy ✔

- service-mesh

- Container Runtime ✔

- kubelet ✔

36 of 60

Which of the following are benefits of SAP BTP, Cloud Foundry runtime? Note: There are 2 correct answers to this question.

- Managed security and automatic updates ✔

- Managed service mesh

- High availability with load balancing ✔

- Manual infrastructure scaling

37 of 60

In CAP, what is required to connect a service to the sandbox environment of the SAP API Business Hub for the Business Partner service?

- Service principal

- Client certificate

- Auth token

- API key ✔

38 of 60

Which of the following can be used to implement side-by-side extensions in the Cloud Foundry environment of SAP Business Technology Platform? Note: There are 2 correct answers to this question.

- ABAP

- Java ✔

- ActionScript

- Node.js ✔

39 of 60

Which command is used to set the API endpoint in the Cloud Foundry CLI?

- cftarget

- cf api ✔

- cf endpoint

- cf login

40 of 60

What are some purposes of OData in CAP-based applications? Note: There are 2 correct answers to this question.

- To define request and response headers, status codes

- To create user interfaces for applications

- To perform CRUD operations using HTTP verbs ✔

- To provide real-time analytics

41 of 60

In CAP, which file is used to define destinations for connecting to external services? Note: There are 2 correct answers to this question.

- Destinations.json ✔

- Package.json

- Services.xml

- manifest.json ✔

42 of 60

Into which environment does the Test step in a job allow you to deploy your application?

- Cloud Foundry ✔

- Local workspace

- Private server

- Mobile Services

43 of 60

Which HTTP method is used by OData to partially update an existing resource?

- POST

- PATCH ✔

- PUT

44 of 60

How can developers deploy a multitarget application (MTA) in SAP BTP, Cloud Foundry? Note: There are 2 correct answers to this question.

- By using the Cloud Foundry CLI with cf push directly ✔

- By manually creating and deploying the mta.yaml file

- By using SAP HANA Cloud tools

- By using SAP Business Application Studio ✔

45 of 60

What are Kubernetes pods? Note: There are 2 correct answers to this question.

- A thin wrapper for one or more container ✔

- A smallest manageable unit ✔

- A thin wrapper for one container

- A persistent storage system that containers can share across nodes.

46 of 60

Which metrics are provided out-of-the-box by the @cap-js/telemetry tool? Note: There are 2 correct answers to this question.

- Database pool statistics ✔

- Network latency and jitter

- Memory usage metrics ✔

- CPU allocation and thread management

47 of 60

What is Kubernetes commonly used for?

- To manage operating systems

- To develop web applications directly

- To manage application deployment and scaling ✔

- To create virtual machines

48 of 60

What is the prerequisite before you can create a CI/CD job for a project?

- The project has been shared to a remote Git repository ✔

- The project has been previewed

- The project has been deployed

49 of 60

Which of the following modules are available in Kyma project? Note: There are 3 correct answers to this question.

- Storage

- API Gateway ✔

- Data Warehouse

- Themetry ✔

- Serverless ✔

50 of 60

You use the Nest Framework and Visual Studio Code to develop an extension application. Which activities can you perform in the development environment? Note: There are 2 correct answers to this question.

- Run the Java program and make it stop at breakpoints

- Automatic re-deploy of a JavaScript program when the source code is modified ✔

- Run the JavaScript program and make it stop at breakpoints ✔

- Automatic re-build of a TypeScript program when the source code is modified

51 of 60

Which of the following are benefits of using the OData Virtual Data Model of the SAP Cloud SDK? Note: There are 3 correct answers to this question.

- Database procedures provided out of the box

- Commonly used SQL query technology

- Auto-completion of function names and properties ✔

- Type safety for functions ✔

- Easy access to create, update, and delete operations ✔

52 of 60

What is the benefit of using SAP BTP, Kyma runtime instead of a standard Kubernetes cluster?

- Unlimited number of nodes

- Elimination of infrastructure management ✔

- Support of machine learning pipelines

- Automatic migration of workloads

53 of 60

You need to secure your application in the Cloud Foundry environment. Which file do you maintain routes during design time?

- xs-app.json ✔

- mta.yaml

- xs-security.json

- manifest.yml

54 of 60

Which of the following describe a multitenant application in Cloud Foundry? Note: There are 2 correct answers to this question.

- It stores data on the local file system of each instance

- It provides automatic scaling based on tenant requirements

- It allows multiple consumers to access the application via unique URLs ✔

- It uses shared memory for tenant-specific data

55 of 60

Which of the following are use cases for SAP Business Technology Platform? Note: There are 3 correct answers to this question.

- Supports only Cloud scenarios with seamless interoperability with hyperscalers

- Build innovative digital apps ✔

- Build tightly coupled applications

- Extend cloud and on-premise apps ✔

- Integrate apps, data, and processes ✔

56 of 60

Why should you use SAP Fiori annotations in CAP projects?

- To enable automatic database schema migration

- To facilitate real-time data synchronization

- To improve frontend loading time

- To enrich the service with UI-specific instructions ✔

57 of 60

What is the Kyma project primarily designed to do?

- To manage virtual machines

- To develop standalone applications

- To extend Kubernetes with additional tools and features ✔

- To replace Kubernetes as a container management system

58 of 60

To expose a data model to an application, which of the following must be defined?

- Aspects

- Associations

- Data model entity

- Service model entities ✔

59 of 60

Which of the following can you use to configure authorization and trust management in a CAP project? Note: There are 2 correct answers to this question.

- XSUAA service ✔

- SAP Cloud Identity Services ✔

- Role collections in mta.yaml

- Predefined roles in SAP BTP

60 of 60

In which type of system environments do the side-by-side extensions typically run? Note: There are 2 correct answers to this question.

- Centralized

- Distributed ✔

- Heterogenic ✔

- Autonomous

AI Validation ( 2 may be incorrect )

29 of 60
✔ D. To group related entities and types
⚠️ C. To manage version control — This is not a primary purpose of namespaces in CAP
❌ One answer is incorrect

54 of 60
✔ C. It allows multiple consumers to access the application via unique URLs
✅ Correct
❌ B. It provides automatic scaling based on tenant requirements — This is not a guaranteed feature of multitenancy in Cloud Foundry.

C_AIG_2412 SAP Certified Associate - SAP Generative AI Developer Sample Questions

C_AIG_2412 SAP Certified Associate - SAP Generative AI Developer

Questions and Answers

Question 1

Match the components of a Retrieval Augmented Generation architecture to the diagram.

• (✗) Box - Models- Vector Database   Box-> Applications- Backend and Frontend   Box-> Retrieval- Embedding Model and LLM
• (✗) Box - Models- Embedding Model and LLM   Box-> Applications- Vector Database   Box- Retrieval- Backend and Frontend
• (✗) Box - Models- Backend and Frontend   Box-> Applications- Embedding Model and LLM   Box-> Retrieval- Vector Database
• (✓) Box - Models- Embedding Model and LLM   Box- Applications- Backend and Frontend   Box- Retrieval- Vector Database

Question 2

Which of the following steps must be performed to deploy LLMs in the generative Al hub?

• (✗) 1. Provision SAP Al   2. Core Create a configuration   3. Run the booster
• (✗) 1. Run the booster   2. Create service keys   3. Select the executable ID
• (✓) 1. Provision SAP Al Core   2. Check for foundation model scenario   3. Create a configuration   4. Create a deployment
• (✗) 1. Check for foundation model scenario   2. Create a deployment   3. Configuring entitlements

Question 3

You want to extract useful information from customer emails to augment existing applications in your company. How can you use generative-ai-hub-sdk in this context?

• (✗) Generate random email content and send them to customers.
• (✓) Generate JSON strings based on extracted information.
• (✗) Generate a new SAP application based on the mail data.
• (✗) Train custom models based on the mail data.

Question 4

What are some benefits of the SAP Al Launchpad? Note: There are 2 correct answers to this question.

• [✓] Centralized Al lifecycle management for all Al scenarios.
• [✗] Direct deployment of Al models to SAP HANA.
• [✗] Integration with non-SAP platforms like Azure and AWS.
• [✓] Simplified model retraining and performance improvement.

Question 5

Why would a user include formatting instructions within a prompt?

• (✗) To increase the faithfulness of the output
• (✗) To force the model to separate relevant and irrelevant output
• (✗) To redirect the output to another software program
• (✓) To ensure the model's response follows a desired structure or style

Question 6

Where can you configure language models in generative Al hub?

• (✗) The Configuration tab of the SAP BTP cockpit
• (✗) The Orchestration tab in SAP AI Launchpad
• (✓) The Configuration tab within ML Operations in SAP AI Launchpad
• (✗) The Models tab in Prompt Editor

Question 7

Which of the following are features of the SAP Al Foundation? Note: There are 2 correct answers to this question.

• [✓] Al runtimes and lifecycle management
• [✓] Ready-to-use Al services
• [✗] Joule integration in SAP SuccessFactors
• [✗] Open source Al model repository

Question 8

How does SAP deal with vulnerability risks created by generative Al? Note: There are 2 correct answers to this question.

• [✓] By implementing responsible Al use guidelines and strong product security standards.
• [✗] By relying on external vendors to manage security threats.
• [✓] By identifying human, technical, and exfiltration risks through an Al Security Taskforce.
• [✗] By focusing on technological advancement only.

Question 9

What contract type does SAP offer for Al ecosystem partner solutions?

• (✗) Annual subscription-only contracts
• (✗) Pay-as-you-go for each partner service
• (✓) All-in-one contracts, with services that are contracted through SAP
• (✗) Bring Your Own License (BYOL) for embedded partner solution

Question 10

How does the Al API support SAP Al scenarios? Note: There are 2 correct answers to this question.

• [✓] By integrating Al services into business applications
• [✓] By providing a unified framework for operating Al services
• [✗] By managing Kubernetes clusters automatically
• [✗] By integrating Al models into third-party platforms like AWS

Question 11

Which of the following steps is NOT a requirement to use the Orchestration service?

• (✗) Create a deployment for orchestration
• (✗) Create an instance of an Al model
• (✓) Modify the underlying Al models
• (✗) Get an auth token for orchestration

Question 12

What is a significant risk associated with using LLMs?

• (✗) Immediate accuracy without fine-tuning.
• (✗) Lack of scalability in business applications.
• (✗) Reduced computational requirements.
• (✓) Potential biases in generated content.

Question 13

What are some benefits of using an SDK for evaluating prompts within the context of generative AI? Note: There are 3 correct answers to this question.

• [✓] Creating custom evaluators that meet specific business needs
• [✓] Automating prompt testing across various scenarios
• [✓] Providing metrics to quantitatively assess response quality
• [✗] Supporting low code evaluations using graphical user interface
• [✗] Maintaining data privacy by using data masking techniques

Question 14

Which of the following statements accurately describe the RAG process? Note: There are 2 correct answers to this question.

• [✓] The retrieved content is combined with the LLM's capabilities to generate a response.
• [✓] The user's question is used to search a knowledge base or a set of documents.
• [✗] The embedding model stores the generated answers for future reference.
• [✗] The LLM directly answers the user's question without accessing external information.

Question 15

You want to use the orchestration service through SAP's generative-Al-hub-sdk. What does the following code do?

python

from gen_ai_hub.orchestration.models.11m import LLM 

llm = LLM(name="gpt-40", version="latest", parameters={"max_tokens": 256, "temperature": 0.2})

• (✗) Create the Orchestration Configuration
• (✓) Define the LLM
• (✗) Define the Template and Default Input Values
• (✗) Run the Orchestration Request

Question 16

What are some advantages of using agents in training models? Note: There are 2 correct answers to this question.

• [✗] To eliminate the need for human oversight
• [✓] To streamline LLM workflows
• [✓] To improve the quality of results
• [✗] To guarantee accurate decision making in complex scenarios

Question 17

What is the primary function of the generative Al hub in SAP's Al Foundation?

• (✗) To provide ready-to-use Al services for document processing
• (✗) To serve as an abstraction layer to access a range of foundation Al models
• (✗) To store embeddings of unstructured data for semantic data retrieval
• (✓) To manage the Al lifecycle efforts end-to-end

Question 18

What does the Prompt Management feature of the SAP Al Iaunchpad allow users to do?

• (✗) Create and edit prompts
• (✗) Provide personalized user interactions
• (✗) Interact with models through a conversational interface
• (✓) Access and manage saved prompts and their versions

Question 19

Which statement best describes the Chain-of-Thought (COT) prompting technique?

• (✗) Writing a series of connected prompts creating a chain of related information.
• (✗) Linking multiple Al models in sequence, where each model's output becomes the input for the next model in the chain.
• (✗) Connecting related concepts by having the LLM generate chains of ideas.
• (✓) Concatenating multiple related prompts to form a chain, guiding the model through sequential reasoning steps.

Question 20

How do resource groups in SAP Al Core improve the management of machine learning workloads? Note: There are 2 correct answers to this question.

• [✗] They enable simultaneous orchestration of Kubernetes clusters.
• [✓] They ensure workload separation for different tenants or departments.
• [✗] They enhance pipeline execution speeds through workload distribution.
• [✓] They provide isolation for datasets and Al artifacts.

Question 21

Which of the following describes Large Language Models (LLMs)?

• (✓) They utilize deep learning to process and generate human-like text.
• (✗) They are rule-based systems designed for specific tasks.
• (✗) They cannot process large datasets efficiently.
• (✗) They rely on predefined scripts for decision-making.

Question 22

How does SAP ensure the enterprise-readiness of its Al solutions?

• (✗) By using generic Al models without business context complying with Al ethics standards
• (✗) By ensuring that Al models make bias-free decisions without human input
• (✓) By implementing rigorous product standards for Al capabilities

Question 23

Which of the following are functionalities provided by the generative-Al-hub-SDK? Note: There are 2 correct answers to this question.

• [✓] Create chat responses and embeddings
• [✓] Interact with LLMs
• [✗] Configure SAP BTP credentials
• [✗] Customize SAP Al Launchpad

Question 24

What is one primary benefit of using LLMs in business applications?

• (✗) They eliminate the need for data security measures.
• (✓) They enhance automation and scalability of processes.
• (✗) They are only applicable for customer support scenarios.
• (✗) They require minimal computing power for training.

Question 25

Which of the following must you do before connecting to a dataset in order to train a machine learning model in SAP Al Core? Note: There are 2 correct answers to this question.

• [✗] Store the dataset in the SAP HANA Vector Engine.
• [✗] Grant access rights to the SAP BTP cockpit.
• [✓] Store the dataset in a hyperscaler object store.
• [✓] Provide the storage secret to access the dataset.

Question 26

Which of the following capabilities does the generative Al hub provide to developers? Note: There are 2 correct answers to this question.

• [✗] Code generation to extend SAP BTP applications
• [✓] Tools for prompt engineering and experimentation
• [✗] Proprietary LLMs exclusively
• [✓] Integration of foundation models into applications

Question 27

What can be done once the training of a machine learning model has been completed in SAP Al Core? Note: There are 2 correct answers to this question.

• [✓] The model can be deployed for inferencing.
• [✗] The model can be deployed in SAP HANA.
• [✓] The model can be registered in the hyperscaler object store.
• [✗] The model's accuracy can be optimized directly in SAP HANA.

Question 28

Which of the following sequence of steps does SAP recommend you use to solve a business problem using generative Al hub?

• (✓) 1. Create a basic prompt in SAP Al Launchpad   2. Scale the solution using generative-ai-hub-sdk   3. Create a baseline evaluation method for the simple prompt   4. Enhance the prompts   5. Evaluate various models for the problem using generative-ai-hub-sdk
• (✗) 1. Create a basic prompt in SAP AI Launchpad   2. Evaluate various models for the problem using generative-ai-hub-sdk   3. Scale the solution using generative-ai-hub-sdk   4. Create a baseline evaluation method for the simple prompt   5. Enhance the prompts.
• (✗) 1. Create a basic prompt in SAP Al Launchpad   2. Enhance the prompts   3. Create a baseline evaluation method for the simple prompt   4. Evaluate various models for the problem using generative-ai-hulb-sdk   5. Scale the solution using generative-ai-hulb-sdk

Question 29

What is Machine Learning (ML)?

• (✗) A technology that equips machines with human-like capabilities such as problem-solving, visual perception, and decision-making.
• (✓) A subset of Al that focuses on enabling computer systems to learn and improve from experience or data.
• (✗) A form of Al that only focuses on creating new content, including text, images, sound, and videos.
• (✗) A statistical method for data processing that does not involve any Al techniques.

Question 30

What must be defined in an executable to train a machine learning model using SAP Al Core? Note: There are 2 correct answers to this question.

• [✓] Infrastructure resources such as CPUs or GPUs
• [✓] Pipeline containers to be used
• [✗] Deployment templates for SAP Al Launchpad
• [✗] User scripts to manually execute pipeline steps

Question 31

Which of the following is a principle of effective prompt engineering?

• (✗) Combine multiple complex tasks into a single prompt.
• (✓) Use precise language and providing detailed context in prompts.
• (✗) Write vague and open-ended instructions to encourage creativity.
• (✗) Keep prompts as short as possible to avoid confusion.

Question 32

Why is generative Al gaining significant attention and investment in the current business landscape? Note: There are 2 correct answers to this question.

• [✓] It only requires natural language skills to use.
• [✗] It can run entire business operations without human intervention.
• [✓] It lowers barriers to adoption.
• [✗] It can replicate complex technical skills without training or quality control.

Question 33

Which of the following are grounding principles included in SAP's Al Ethics framework? Note: There are 3 correct answers to this question.

• [✓] Human agency and oversight
• [✗] Maximize business profits
• [✗] Store all user data for legal proceedings
• [✓] Avoid bias and discrimination
• [✓] Transparency and explainability

Question 34

What advantage can you gain by leveraging different models from multiple providers through the SAP's generative Al hub?

• (✓) Enhance the accuracy and relevance of Al applications that use SAP's data assets
• (✗) Design new product interfaces for SAP application
• (✗) Get more training data for new models
• (✗) Train new models using SAP and non-SAP data

Question 35

Which of the following techniques uses a prompt to generate or complete subsequent prompts (streamlining the prompt development process), and to effectively guide Al model responses?

• (✗) Chain-of-thought prompting
• (✗) Few-shot prompting
• (✗) One-shot prompting
• (✓) Meta prompting

Question 36

What is a Large Language Model (LLM)?

• (✗) A rule-based expert system to analyze and generate grammatically correct sentences.
• (✗) A gradient boosted decision tree algorithm for predicting text.
• (✓) An Al model that specializes in processing, understanding, and generating human language.
• (✗) A database system optimized for storing large volumes of textual data.

Question 37

Which of the following executables in generative Al hub works with Anthropic models?

• (✗) Azure OpenAl Service
• (✗) GCP Vertex Al
• (✓) AWS Bedrock
• (✗) SAP Al Core

Question 38

What are the applications of generative Al that go beyond traditional chatbot applications? Note: There are 2 correct answers to this question.

• [✓] To produce outputs based on software input.
• [✓] To interpret human instructions and control software systems always producing output for human consumption.
• [✗] To follow a specific schema - human input, Al processing, and output for human consumption.
• [✗] To interpret human instructions and control software systems without necessarily producing output for human consumption.

Question 39

What is the purpose of splitting documents into smaller overlapping chunks in a RAG system?

• (✓) To enable the matching of different relevant passages to user queries
• (✗) To reduce the storage space required for the vector database
• (✗) To simplify the process of training the embedding model
• (✗) To improve the efficiency of encoding queries into vector representations

Question 40

What are some use cases for fine-tuning of a model? Note: There are 2 correct answers to this question.

• [✓] To sanitize model outputs
• [✗] To introduce new knowledge to a model in a resource-efficient way
• [✗] To quickly create iterations on a new use case
• [✓] To customize outputs for specific types of inputs

Question 41

How can few-shot learning enhance LLM performance?

• (✗) By reducing overfitting through regularization techniques
• (✗) By providing a large training set to improve generalization
• (✓) By offering input-output pairs that exemplify the desired behavior
• (✗) By enhancing the model's computational efficiency

Question 42

What is the primary function of the embedding model in a RAG system?

• (✓) To encode queries and documents into vector representations for comparison
• (✗) To store vector representations of documents and search for relevant passages
• (✗) To generate responses based on retrieved documents and user queries
• (✗) To evaluate the faithfulness and relevance of generated answers

Question 43

How can Joule improve workforce productivity? Note: There are 2 correct answers to this question.

• [✗] By offering generic task recommendations unrelated to specific roles.
• [✗] By resolving hardware malfunctions.
• [✓] By maintaining strict adherence to data privacy regulations.
• [✓] By providing context-based role-specific task assistance.

Question 44

What are some metrics to evaluate the effectiveness of a Retrieval Augmented Generation system? Note: There are 2 correct answers to this question.

• [✓] Relevance
• [✗] Speed
• [✗] Carbon footprint
• [✓] Faithfulness

Question 45

You want to assign urgency and sentiment categories to a large number of customer emails. You want to get a valid json string output for creating custom applications. You decide to develop a prompt for the same using generative Al hub. What is the main purpose of the following code in this context?

python

prompt_test = """Your task is to extract and categorize messages. Here are some examples:

{{?technique_examples}}

Use the examples when extract and categorize the following message:

{{?input}}

Extract and return a json with the following keys and values:

- "urgency" as one of {{?urgency}}

- "sentiment" as one of {{?sentiment}}

"categories" list of the best matching support category tags from: {{?categories}}

Your complete message should be a valid json string that can be read directly and onlycontains the keys mentioned in t

import random

random.seed(42)

k = 3

examples random. sample (dev_set, k)

example_template = """<example> {example_input}

examples

'\n---\n'.join([example_template.format(example_input=example ["message"],example_output=json.dumps (example[

f_test = partial (send_request, prompt=prompt_test, technique_examples examples,**option_lists)

response = f_test(input=mail["message"])

 

• (✓) Evaluate the performance of a language model using few-shot learning
• (✗) Generate random examples for language model training
• (✗) Preprocess a dataset for machine learning
• (✗) Train a language model from scratch

Question 46

What capabilities does the Exploration and Development feature of the generative Al hub provide? Note: There are 2 correct answers to this question.

• [✓] Al playground and chat
• [✓] Prompt editor and management
• [✗] Automatic model selection
• [✗] Develop and debug ABAP code

Question 47

What are some examples of generative Al technologies? Note: There are 2 correct answers to this question.

• [✗] Rule-based algorithms
• [✗] Robotic process automation
• [✓] Al models that generate new content based on training data
• [✓] Foundation models

Question 48

What defines SAP's approach to LLMs?

• (✗) Using proprietary transformer-based models exclusively.
• (✓) Ensuring ethical AI practices and seamless business integration.
• (✗) Prioritizing only the performance of open-source models.
• (✗) Avoiding partnerships with external AI providers.

Question 49

Which of the following is unique about SAP's approach to Al?

• (✓) SAP's deep integration of Al with business processes and analytics.
• (✗) Utilizing Al mainly for marketing purposes.
• (✗) Offering Al capabilities in their future products as of 2025.
• (✗) Focusing Al solely on customer support services.

Question 50

What are the benefits of SAP's generative Al hub? Note: There are 2 correct answers to this question.

• [✗] Send your data to various LLM providers for training feedback
• [✓] Build custom Al solutions and extend SAP applications
• [✗] Provide libraries for no-code development
• [✓] Accelerate Al development with flexible access to a broad range of models

Question 51

What are some drivers for the rapid adoption of generative AI? Note: There are 2 correct answers to this question.

• [✓] Ease of use
• [✗] Significant hardware cost savings
• [✓] Wide availability
• [✗] Availability of skilled developers

Question 52

What are some features of Joule? Note: There are 3 correct answers to this question.

• [✗] Downloading and processing data.
• [✓] Streamlining tasks with an Al assistant that knows your unique role.
• [✗] Generating standalone applications.
• [✓] Maintaining data privacy while offering generative Al capabilities.
• [✓] Providing coding assistance and content generation.

Question 53

Which neural network architecture is primarily used by LLMs?

• (✗) Sequential encoder-decoder architecture
• (✗) Recurrent neural network architecture
• (✗) Convolutional Neural Networks (CNNs)
• (✓) Transformer architecture with self-attention mechanisms

Question 54

What are some characteristics of the SAP generative Al hub? Note: There are 2 correct answers to this question.

• [✓] It provides instant access to a wide range of large language models (LLMSs).
• [✗] It operates independently of SAP's partners and ecosystem.
• [✓] It ensures relevant, reliable, and responsible business Al.
• [✗] It only supports traditional machine learning models.

Question 55

What is a part of LLM context optimization?

• (✗) Enhancing the computational speed of the model
• (✗) Adjusting the model's output format and style
• (✓) Providing the model with domain-specific knowledge needed to solve a problem
• (✗) Reducing the model's size to improve efficiency

Question 56

What are some components of the training pipeline in SAP AI Core? Note: There are 2 correct answers to this question.

• [✗] The SAP HANA database for model storage
• [✓] Input datasets stored in a hyperscaler object store
• [✗] Automated deployment to Kubernetes clusters
• [✓] Executables that define the training process

Question 57

What are some SAP recommendations to evaluate pricing and rate information of model usage within SAP's generative Al hub? Note: There are 2 correct answers to this question.

• [✓] Weigh the cost of using advanced models against the expected return on investment
• [✗] Avoid subscription-based pricing models
• [✗] Use pricing models that have fixed rates irrespective of the usage patterns
• [✓] Adopt best practice pricing strategies, such as outcome-based pricing

Question 58

Which technique is used to supply domain-specific knowledge to an LLM?

• (✗) Prompt template expansion
• (✗) Fine-tuning the model on general data
• (✓) Retrieval-Augmented Generation
• (✗) Domain-adaptation training

Question 59

What are some functionalities provided by SAP Al Core? Note: There are 3 correct answers to this question.

• [✓] Integration of Al services with business applications using a standardized API
• [✗] Monitoring and retraining models in SAP Al Core
• [✗] Management of SAP S/4HANA cloud infrastructure
• [✓] Orchestration of Al workflows such as model training and inference
• [✓] Continuous delivery and tenant isolation for scalability

Question 60

What is the goal of prompt engineering?

• (✓) To craft inputs that guide Al systems in generating desired outputs
• (✗) To optimize hardware performance for Al computations
• (✗) To develop new neural network architectures for Al models
• (✗) To replace human decision-making with automated processes

Question 61

What are some benefits of SAP Business Al? Note: There are 3 correct answers to this question.

• [✓] Intelligent business document processing
• [✗] Automatic human emotion recognition
• [✓] Personalized recommendations based on Al algorithms
• [✓] Al-powered forecasting and predictions
• [✗] Face detection and face recognition

Question 62

What does SAP recommend you do before you start training a machine learning model in SAP Al Core? Note: There are 3 correct answers to this question.

• [✓] Define the required infrastructure resources for training.
• [✓] Register the input dataset in SAP Al Core.
• [✗] Perform manual data integration with SAP HANA.
• [✓] Configure the training pipeline using templates.
• [✗] Configure the model deployment in SAP AI Launchpad.

Question 63

Which of the following is a benefit of using Retrieval Augmented Generation?

• (✗) It enables LLMs to learn new languages without additional training.
• (✗) It reduces the computational resources required for language modeling.
• (✗) It eliminates the need for fine-tuning LLMs for specific tasks.
• (✓) It allows LLMs to access and utilize information beyond their initial training data.

Question 64

You want to download a json output for a prompt and the response.

Which of the following interfaces can you use in SAP's generative Al hub in SAP AI Launchpad?

• (✗) Prompt Editor
• (✗) Prompt management
• (✓) Chat
• (✗) Administration