IntroductionHave you ever stared at your analytics dashboard, wishing it could do more—like answer your questions without having to solely search, filter, and drill into your data? Well, guess what – you can do that now!In this blog, I’ll walk you th...
Discover how integrating generative AI models into SAP Fiori applications can revolutionize your daily tasks. In this post, we explore a hands-on implementation using OpenUI5 and a generative AI model to enhance maintenance order creation with intell...
SAP TechEd 2024 has unveiled powerful new Generative AI capabilities! From simplifying machine learning tasks in SAP HANA Cloud to creating custom AI skills with Joule Studio, these updates will revolutionize how businesses leverage AI.
The text discusses the importance of AI agents and structured outputs in enterprise applications, particularly in the context of SAP systems. Here's a summary of the key points:## AI Agents and Tool Calling- AI agents are more effective than traditio...
On 6 Aug 2024, OpenAI introduces Structured Outputs in the API in the new gpt-4o-2024-08-06 with a strict enforcement option for model's JSON output to be compliant with a given JSON schema. Weeks ago, MetaAI releases LLaMa 3.1 with multilingual capa...
IntroductionRetrieval-Augmented Generation (RAG) applications significantly enhance the contextual relevance of large language model (LLM) outputs by integrating real-time database lookups. This tutorial provides a step-by-step guide to implementing ...
Artificial Intelligence (AI) has already made a significant impact on the way businesses operate. From improving customer service with digital assistants to optimizing supply chain management, AI has proven its ability to drive efficiency and innovat...
Unleash Open-Source Text Embeddings in SAP AI Core with InfinityThis blog post dives into using open-source Text Embedding Models within SAP AI Core. It explores the "Bring Your Own Model" (BYOM) approach, focusing on Infinity – a high-performance se...
In this blog post, we'll have an end-to-end technical deep dive into the option of bringing open-source LLMs into SAP AI Core through a Custom Inference Server with Hugging Face Transformers Library.Enhancing the use case Citizen Reporting with visio...
If your goal is to build an AI Agent that connects and interacts with SAP applications, the SAP Business Technology Platform (SAP BTP) is an excellent choice for several reasons:Integration with SAP Applications, like SAP S/4HANA, SAP SuccessFactors,...
In this blog post, we'll have an end-to-end technical deep dive into the first option of bringing open-source LLMs within SAP AI Core through Ollama.A quick glance at OllamaDeploy and Run Ollama in SAP AI CoreInference Microsoft's open-source model P...
I describe what Function Calling capability brings in the models, and which models have been tested with Function Calling mechanisms. I have been trying to understand if any of the existing models have been trained with SAP Function Calling capabilit...
Generative Ai application using Streamlit , Rag and HANA Vector Engine an advanced chatbot which can convert multiple PDF's upto size 200mb and store the text embeddings in HANA Vector database.
In this blog post series, we will explore various options for running popular open-source Large Language Models to like LLaMa 3, Phi3, Mistral, Mixtral, LlaVA, Gemma etc., in SAP AI Core, which complements SAP Generative AI Hub with self-hostsed open...
SAP's suite of AI SDKs empowers organizations to unlock the full potential of artificial intelligence and seamlessly integrate AI capabilities into their applications and workflows. From managing AI scenarios and workflows to deploying machine learni...
In this article, I delve into Advanced RAG techniques, demonstrate hosting the open-source vector database ChromaDB on SAP BTP Kyma runtime, guide you through using LlamaIndex to construct an RAG pipeline on SAP AI Core, explore HuggingFace Zephyr7b-...
I introduce Multi Agent capability to help Mary, a Maintenance Manager with access to SAP Plant Maintenance. Multi Agent capability will enhance Mary's options to determine and automatically achieve her tasks with language based instructions.
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Bringing Domain Intelligence into SAP Joule
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