In the final part of my series, we leave theory behind and face production reality. While normalizing L2 Distance is mathematically possible, it's often fragile and complex in live systems.The reason? Dynamic datasets and shifting vector ranges make ...
Cosine Similarity has a clean, intuitive range from -1 to +1. But L2 Distance? It goes from 0 to infinity—so how do you actually interpret it?In Part 2 of my series on similarity metrics for RAG systems, I break down a simple, universal way to normal...
Similarity isn’t one-size-fits-all.In RAG systems, choosing between Cosine Similarity and L2 Distance affects what gets retrieved—and whether it's actually relevant.This post breaks down the difference using clear examples:Why Cosine works best for s...
From omnipresent AI copilots to enterprise-wide intelligent agents, SAP unveiled 7 groundbreaking AI announcements that signal a bold new era for business automation and innovation. In this article, we break down the most exciting AI updates!
Build and deploy custom machine learning models into the SAP Business Technology Platform (BTP)
As businesses move toward intelligent enterprise solutions , the combination of AI, Data Science, and SAP is unlocking new opportunities for predictive analytics. Linear regression , a fundamental machine learning technique, is proving invaluable...
Here’s a concise walkthrough for setting up and running a benchmarking evaluation using the Generative AI Hub service in SAP BTP:1. Assign Role Collection for Generative AI Hub AccessTo access the evaluation service under Generative AI Hub, assign th...
As AI becomes increasingly central to business operations, SAP has opened the doors for developers to bring custom machine learning models into the SAP ecosystem via the SAP Business Technology Platform (BTP). Whether you're working with sales foreca...
As artificial intelligence (AI) becomes more deeply integrated into enterprise platforms like SAP, organizations face a critical imperative: building AI systems that are not only powerful and efficient, but also ethical, transparent, and compliant wi...
I'm a creator of agents that work with SAP systems, and I feel confident saying that after successfully building my second functioning AI agent. This latest one handles operating system tasks, and in this post, I'll be writing about installing the SA...
An LLM is just a stochastic machine for predicting the next word - I have heard this statement so many times, and each time I wondered how unaware the people who say it are. It has always been clear to me that we don't fully understand how Large Lang...
In today’s experience-driven economy, customer expectations are higher than ever. Personalization, immediacy, and seamless engagement across channels are no longer luxuries—they're essential. Businesses need more than traditional CRM tools to keep up...
In an era where customer loyalty hinges on personalized, proactive experiences, businesses are racing to anticipate needs before customers even articulate them. Enter predictive support models—a cutting-edge approach that leverages data, artificial i...
Agentic AI is the start of a new era for business productivity. Using the Agent Builder in Joule Studio, businesses will be able to leverage AI agents to their fullest potential."While many in the software industry talk about AI agents these days, I ...
SAP is going full speed with AI agents on Joule. Indeed, it's incredible how such agents can address complex requests by orchestrating a set of generic tools they are given access to.If you have a need to build your own custom AI agent on BTP, then t...
Organizations face a critical challenge with disparate knowledge scattered across platforms like SharePoint, Slack, Jira, Microsoft Teams, Zoom, Microsoft 365, Portals, Dropbox, and Google Drive.Information becomes hidden, inaccessible, leading to in...
In this post, we explore all the technical details of building the SAP GUI AI Agent. We take a clear look at the architecture, examine the libraries involved, and analyze how the agent operates from within. We go through the key parts of the code and...
If you have a collection of FAQs that you want to be easily accessible for your business users, then an assistant that is powered by a Large Language model might be part of the answer.This blog explains how to create such a backend (REST-API), that c...
The second SAP Developer Challenge of the year is now available! The Developer Advocates have created the SAP Community Escape House - a virtual escape house (consisting of multiple rooms) that you can play in your browser. Read on for all the detail...
Struggling to keep your LLM-based GenAI solutions running smoothly under heavy workloads? In this blog, discover how SAP Cloud Logging Service can provide end-to-end visibility—turning logs and traces into actionable insights for faster troubleshooti...
With the launch of SAP Business Data Cloud, and DataRobot’s AI-powered Insight Apps for SAP, it’s never been easier to move past infrastructure, and into providing what the business needs from AI.
In this guide, we’ll dive into the integration of machine learning in SAP solutions, explore its key use cases, and discuss practical strategies for overcoming common implementation hurdles. Whether you're new to machine learning or looking to fine-t...
The end of the year is traditionally a time for retrospection. Let's take a look at what happened in 2024 and how much the world has changed over the past 12 months. I assure you, you'll be surprised, as a lot has indeed occurred. Occasionally, you'l...
Supply chain planning is like a giant jigsaw puzzle. With so many moving parts—inventory, logistics, demand forecasting, and supplier management—it’s easy to see why this process can become overwhelmingly complex. Enter Generative AI, the cutting-edg...
The end of the year is a time for reflection but also for forecasting what lies ahead. While 2024 has undoubtedly been transformative and brought monumental changes, I don’t expect the coming year to be any different. We can anticipate moments of awe...
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...
Are you also still confused by all the hype around artificial intelligence (AI) and what it is all about? Are you struggling with where to start and how all those new topics fit into the SAP ecosystem? Even many AI skeptics, whom I talk to, are now f...
Discover how AI can revolutionize failure analysis in industrial maintenance! In this blog post, I showcase a Fiori application built with React and UI5 Web Components that integrates artificial intelligence to suggest actionable recommendations for ...
ODBC, HTTP, or SOA, but for AI. And brought to you by the #1 model for Instruction following and Tool Calling provider.Anthropic releases a toolkit for connecting large language models to external systems, they have called it Model Context Protocol, ...
I present a working project of an SAP GUI AI Agent. It can perform basic SAP Basis administrator tasks, but in reality, it’s not limited to a single module. At this stage, it is a proof-of-concept, but it has already surprised me as its creator. Shou...
Build a unique digital assistant in BTP using GenAI capabilities that includes data learning and adaptable prompting.
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...
Future-proof your career by diving into the world of AI with SAP Learning, offering comprehensive resources and flexible courses designed to enhance your professional expertise and keep you at the forefront of technological innovation.
Discover how RAG framework combines large language models with real-time data retrieval to provide businesses with accurate, grounded insights. Don’t miss this deep dive into the future of AI with SAP!
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.
Discover how to build a scalable vector indexing pipeline using Databricks, SAP HANA, and Generative AI tools to enhance the accuracy and relevance of AI-generated content.
In my previous blog post, we have discussed the business values, overview and technical details about end-to-end Low-Code Machine Learning with Ludwig and SAP AI Core. In this blog post, I'll continue sharing my experience of replicating another two ...
ODATA DRAFT SCENARIOS What is Draft? A draft is the state of the business object when its data is not persisted in the actual tables but is stored in some temporary tables which can be quickly retrieved to continue working (from the place left) in c...
Ludwig is a popular open-source low-code framework for building custom AI models like LLMs and other deep neural networks. It simplifies the machine learning process with a low-code approach, enabling non-ML roles(application developers, business use...
IntroductionThis blog is publishing my internal notes on SAP's AI infrastructure. Its September 2024, this is moving really fast.SAP has a vast and powerful suite of services and products to manage the AI data infrastructure layer that will bring cus...
https://me.sap.com/loading This blog shows how to implement a SAP Business AI project with a time-series forecast by using SAP Datasphere's embedded Predictive Analysis Library.
Improve Your sales approach: Learn how the convergence of SAP S/4HANA, SAP Datasphere, and SAP Analytics Cloud can redefine your sales strategies with cutting-edge 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...
This blog shows how to implement a SAP Business AI project with a time-series forecast by using the embedded Predictive Analysis Library. Implementation is possible with the free-tier edition of SAP HANA Cloud
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...
Mark Your Calendars: Wednesday, August 28, 2024 | 03:00 p.m. – 04:00 p.m. CEST
Meta released Llama 3.1 405B model a few days ago, and well I have some exciting news if you think "why should I care", I will tell you 3 reasons why you should consider it.The first Open Source LLM to know ABAPThe first Open Source LLM to know the S...
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...
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Weihua
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How to generate alert in Alert Inbox with other la...
I310202
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Building Agentic Hybrid RAG with Knowledge Graphs ...
sap_sabarna
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What Do You Do While Claude Code Thinks? I Built a...
