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Author: ditaccms-bot

docs/sap-ai-core/accessing-generative-ai-models-through-global-scenarios-4ca11f6.md

@@ -4,6 +4,27 @@
 
 Access to generative AI models falls under the global AI scenarios `foundation-models` and `orchestration`. SAP AI Core manages these scenarios. You can access individual models as executables through serving templates. To use a specific model, choose the corresponding template.
 
+
+
+<a name="loio4ca11f687fbd435b813b2726c3ddbaea__section_jmy_mng_xdc"/>
+
+## When to Use Orchestration vs. Foundation Models
+
+
+
+### Advantages of Using Orchestration
+
+-   Provider Agnostic: The orchestration service offers a unified interface for accessing LLMs from multiple providers, simplifying the process of testing and comparing models. You can switch models via a config parameter without creating new deployments.
+-   Simplified Integration: It streamlines the integration of LLMs into applications, ensuring efficient and cost-effective development.
+-   Expandability: The service allows you to start with basic features and add modules as needed, offering a smooth learning curve.
+
+
+
+### Considerations Before Using Orchestration
+
+-   Function Calling Availability: Function calling, with its structured output aspects, isn't currently available.
+-   Open Source Framework Support: While we support LangChain, a popular open-source framework, we can't support every framework available. If a specific open-source framework is required, you might need to extend it for support or consider alternative integration methods.
+
 -   **[Orchestration](orchestration-cdd4847.md "The orchestration service operates under the global AI scenario
 			orchestration, which is managed by SAP AI Core. This service
 		enables the use of various generative AI models with a unified code, configuration, and

docs/sap-ai-core/add-a-git-repository-b668176.md

@@ -21,7 +21,7 @@ You can use your own git repository to version control your SAP AI Core template
 -   If you want to onboard a git repository hosted on GitLab, make sure that the repository URL contains the `.git` suffix.
 -   Secrets aren't permitted in your repository. If secrets are used, it isn't possible to synchronize content.
 
--   You have completed the Initial Setup. For more information, see [Initial Setup](initial-setup-38c4599.md).
+-   You have completed the initial setup. For more information, see [Initial Setup](initial-setup-38c4599.md).
 
 
 > ### Note:  
@@ -76,7 +76,7 @@ Create an application to sync your folders. For more information, see [Create an
 
 <!-- task\_cxf\_n13\_tcc -->
 
-## Using Postman
+## Using a Third-Party API Platform
 
 
 
@@ -89,7 +89,7 @@ Create an application to sync your folders. For more information, see [Create an
 -   If you want to onboard a git repository hosted on GitLab, make sure that the repository URL contains the `.git` suffix.
 -   Secrets aren't permitted in your repository. If secrets are used, it isn't possible to synchronize content.
 
--   You have completed the Initial Setup. For more information, see [Initial Setup](initial-setup-38c4599.md).
+-   You have completed the initial setup. For more information, see [Initial Setup](initial-setup-38c4599.md).
 
 
 > ### Note:  

docs/sap-ai-core/apis-and-api-extensions-0cb7275.md

@@ -57,6 +57,40 @@ Explore the entities, methods, and endpoints provided by the runtime-agnostic AI
 
 [AI API swagger specification](https://help.sap.com/doc/2cefe221fddf410aab23dce890b5c603/CLOUD/en-US/index.html) 
 
+</td>
+</tr>
+<tr>
+<td valign="top">
+
+Prompt Registry
+
+</td>
+<td valign="top">
+
+Simplify the lifecycle management of prompt templates of your business AI scenarios.
+
+</td>
+<td valign="top">
+
+[Prompt Registry API](https://api.sap.com/api/PROMPT_REGISTRY_API/overview) 
+
+</td>
+</tr>
+<tr>
+<td valign="top">
+
+Orchestration
+
+</td>
+<td valign="top">
+
+Enhance content generation with additional capabilities for business AI scenarios.
+
+</td>
+<td valign="top">
+
+[Orchestration API](https://api.sap.com/api/ORCHESTRATION_API/overview) 
+
 </td>
 </tr>
 </table>

docs/sap-ai-core/change-an-existing-training-schedule-18caf4b.md

@@ -43,7 +43,7 @@ curl --location --request PATCH $AI_API_URL/v2/lm/executions?executionScheduleId
 
 <!-- task\_cxf\_n13\_tcc -->
 
-## Using Postman
+## Using a Third-Party API Platform
 
 
 

docs/sap-ai-core/choose-a-resource-plan-57f4f19.md

@@ -271,7 +271,7 @@ Infer-L
 
 [Efficiency Features](efficiency-features-4cb76f7.md "Discover features of the SAP AI Core runtime that improve efficiency and help manage resource consumption.")
 
-[Retrieve Execution Logs](retrieve-execution-logs-fbc55d3.md "accessed in the deployment and execution logs.")
+[Retrieve Execution Logs](retrieve-execution-logs-fbc55d3.md "Deployment and execution logs contain information about API processing and metrics.")
 
 [Training Schedules](training-schedules-2b702f8.md "")
 

docs/sap-ai-core/choose-a-resource-plan-abd672f.md

@@ -267,7 +267,7 @@ Infer-L
 
 [Efficiency Features](efficiency-features-9fad26a.md "Discover features of the SAP AI Core runtime that improve efficiency and help manage resource consumption.")
 
-[Retrieve Deployment Logs](retrieve-deployment-logs-4c86b88.md "accessed in the deployment and execution logs.")
+[Retrieve Deployment Logs](retrieve-deployment-logs-4c86b88.md "Deployment and execution logs contain information about API processing and metrics.")
 
 <a name="loiocf3a9a5bb3f1476caf3099281da96a67"/>
 

docs/sap-ai-core/consume-generative-ai-models-bf0373b.md

@@ -116,6 +116,26 @@ curl --location '$DEPLOYMENT_URL/chat/completions?api-version=2023-05-15' \
 
 
 
+### o1 | o3-mini
+
+```
+curl --location '$DEPLOYMENT_URL/chat/completions?api-version=2024-12-01-preview' \
+--header 'AI-Resource-Group: default' \
+--header 'Content-Type: application/json' \
+--header "Authorization: Bearer $AUTH_TOKEN" \
+--data '{
+    "messages": [
+      {
+        "role": "user",
+        "content": "Hello!"
+      }
+    ]
+  }'
+}'
+```
+
+
+
 ### GPT-4o | GPT-4-Turbo | GPT-4o Mini
 
 **Image input**
@@ -266,12 +286,12 @@ curl --request POST --location "$DEPLOYMENT_URL/models/gemini-1.5-pro:generateCo
 
 
 
-### Gemini 1.5 Flash
+### Gemini 1.5 Flash Gemini 2.0 Flash | Gemini 2.0 Flash Lite
 
 **Text Input**
 
 ```
-curl --request POST --location "$DEPLOYMENT_URL/models/gemini-1.5-flash:generateContent" \
+curl --request POST --location "$DEPLOYMENT_URL/models/<modelName>:generateContent" \ #example gemini-1.5-flash:generateContent
 --header 'AI-Resource-Group: default' \
 --header 'Content-Type: application/json' \
 --header "Authorization: Bearer $AUTH_TOKEN" \
@@ -295,7 +315,7 @@ curl --request POST --location "$DEPLOYMENT_URL/models/gemini-1.5-flash:generate
 **Image input**
 
 ```
-curl --request POST --location "$DEPLOYMENT_URL/models/gemini-1.5-flash:generateContent" \
+curl --request POST --location "$DEPLOYMENT_URL/models/<modelVersion>:generateContent" \ #example gemini-1.5-flash:generateContent
 --header 'AI-Resource-Group: default' \
 --header 'Content-Type: application/json' \
 --header "Authorization: Bearer $AUTH_TOKEN" \
@@ -444,6 +464,32 @@ curl --location '$DEPLOYMENT_URL/invoke' \
 
 
 
+### Claude 3.7 Sonnet
+
+```
+curl --location '$DEPLOYMENT_URL/converse' \
+--header 'AI-Resource-Group: default' \
+--header 'Content-Type: application/json' \
+--header "Authorization: Bearer $AUTH_TOKEN" \
+--data '{
+   "inferenceConfig": { 
+      "maxTokens": 100,
+      "stopSequences": [ "blab" ],
+      "temperature": 0.7
+   },
+   "messages": [ 
+      { 
+         "content": [ { 
+           "text": "Perplexity means?" 
+         }],
+         "role": "user"
+      }
+   ]
+}'
+```
+
+
+
 ### Titan Text Express | Titan Text Lite
 
 ```
@@ -510,7 +556,7 @@ curl --location '$DEPLOYMENT_URL/converse' \
 
 
 
-### Llama-3-70b-instruct| Llama-3.1-70b-instruct | mistralai--mixtral-8x7b-instruct-v01
+### Llama-3.1-70b-instruct | mistralai--mixtral-8x7b-instruct-v01
 
 ```
 curl --location '$DEPLOYMENT_URL/chat/completions' \

docs/sap-ai-core/consume-models-with-the-harmonized-api-2392d9a.md

@@ -46,7 +46,7 @@ curl --request POST $ORCH_DEPLOYMENT_URL/completion \
 
 This request configures the templating module with a single user message with two parameters: `text` and `language`. The `language` parameter is also configured with English as the default. The LLM module is configured to use gpt-4o-mini in the latest available version and a set of model parameters. The `input_params` field contains the values for the parameters `text` and `language`. These values are used during this request in the prompt sent to the model.
 
-The response contains a `request_id`, the module results from each module that was executed, and the `orchestration_result`, which includes the response of the call to the model.
+The response contains a `request_id`, the module results from each module that was executed, and the `orchestration_result`, which includes the response of the call to the model. For more information about modules available for consumption using the Harmoized API, see [Orchestration](orchestration-cdd4847.md).
 
 > ### Output Code:  
 > ```

docs/sap-ai-core/metadata-9913885.md …ized-retrieval-using-metadata-9913885.mddocs/sap-ai-core/metadata-9913885.md renamed to docs/sap-ai-core/contextualized-retrieval-using-metadata-9913885.md docs/sap-ai-core/metadata-9913885.md renamed to docs/sap-ai-core/contextualized-retrieval-using-metadata-9913885.md

@@ -1,6 +1,6 @@
 <!-- loio991388516a8642b6aa49672937cbc937 -->
 
-# Metadata
+# Contextualized Retrieval Using Metadata
 
 You can choose to include metadata in the output structure of the grounding module in orchestration. You can leverage the metadata in your prompt template.
 
@@ -150,8 +150,9 @@ Meta data inclusion is optional, and can be included using the `metadata_params`
     > ### Output Code:  
     > ```
     > [
+    >  [
     >  {
-    >    "content": "2 FeaturesnJoule is a multitenant software as a service (SaaS) application in SAP Business T echnology Platform. It enablesnthe companion of the Intelligent Enterprise, guiding you through content discovery within SAP Ecosystem,nand giving a transparent role-based access to the relevant processes from everywhere. This is the ONE digitalnassistant experience, a unified  and delightful UX across SAPu2019s solution portfolio.nThe following features are available for Joule:nKey Feature UsenIntegration with SAP application Conversational user interface that is integrated with SAPnapplications. It is a rich web client that renders assistantnresponses using SAP Fiori compliant UI controls.nEnterprise-readiness Out-of-the-box integration with SAP backend systems. Com-npliant with AI ethics, GDPR, privacy controls with SOC-IIncompliance.nPublish and subscribe mechanism Capabilities based on your SAP solution portfolio are bun-ndled into a unique digital assistant.",
+    >    "content": "Joule is the AI copilot that truly understands your business. Joule revolutionizes how you interact with your SAP business systems, making every touchpoint count and every task simpler.",
     >    "metadata": {
     >      "source": [
     >        "/tmp/document_1.pdf"
@@ -165,7 +166,7 @@ Meta data inclusion is optional, and can be included using the `metadata_params`
     >    }
     >  },
     >  {
-    >    "content": "4 Compliance and SecuritynJoule ensures cloud security at multiple levels:nCertificates  and ReportsnJoule regularly undergoes audits and reviews of its policies and controls.nu2022For the complete list of compliance and security standards that the Joule service is compliant with, seenSAP Cloud Platform ISO Certificatesn .nu2022For the complete list of Service Organizational Control (SOC) audit reports available for the Joule service,nsee SAP Cloud Platform SOC Reportsn .nData ProtectionnJoule follows SAP's global data protection and privacy guidelines. For more information on the guidelines, seenData Privacyn .nT o access the Personal Data Processing policy for your region, see Personal Data Processing for SAP CloudnServicesn .n6 PUBLICFeature Scope Description for JoulenCompliance and Security",
+    >    "content": "AI-powered capabilities in Joule with custom-developed enterprise skills tailored to your company's specific needs. By integrating with both SAP and third-party applications, Joule can instantly apply its newfound knowledge within SAP systems.",
     >    "metadata": {
     >      "source": [
     >        "/tmp/document_1.pdf"

docs/sap-ai-core/create-a-collection-9cbfe27.md

@@ -10,8 +10,6 @@
 
 You have created a resource group for grounding purposes. For more information, see [Create a Resource Group for Grounding](create-a-resource-group-for-grounding-6712bfe.md)
 
-You have created a generic secret for grounding purposes. For more information, see [Grounding Generic Secrets for Microsoft SharePoint](grounding-generic-secrets-for-microsoft-sharepoint-bdea357.md)
-
 
 
 <a name="loio9cbfe270add641c291bb516d8afe3ce9__context_ov1_1wr_kdc"/>