How do you test SAP's RPT-1 model beyond a simple Hello World example? Its claim to fame is that it can replace traditional machine learning models for classification and regression tasks. No model training, no hyperparameter tuning, just show it you...
MCP scales agent capabilities, but only a centralized control plane makes it enterprise-safe. This post outlines the architecture required to enforce identity, authorization, auditability, and containment across MCP-based systems.
MCP is quickly becoming the USB port for AI agents, but in the enterprise, it’s also a security nightmare waiting to happen.As teams rush from demos to production, direct MCP connections are quietly creating blind spots in attribution, access control...
As enterprise GenAI moves from proof-of-concept to production, standard Vector RAG is hitting a ceiling, often struggling with complex reasoning and the rich structure of business documents. In my latest blog post, I explore the next evolution: Hybri...
Powerful AI enabled applications need strong safeguards. Explore how content filtering in SAP AI Core orchestration helps prevent unsafe outputs and supports responsible, enterprise-ready AI applications.
Just as air traffic control ensures every flight starts with clear communication and coordination, consent in AI must begin with clarity and trust to avoid turbulence later.Consent in Artificial Intelligence (AI) isn’t just a legal checkbox—it’s the ...
SAP Joule is transforming how organizations interact with SAP applications by bringing intelligence directly into everyday workflows. For customers to activate Joule and unlock its AI-powered capabilities, they must first prepare their SAP Cloud Iden...
Learn how to build an AI powered Purchase Order listing, modification or approval app using SAP Build and Joule. This step by step guide covers everything from OData integration to creating a working Joule Skill.
t’s finally time to explore Document Grounding and train Joule to answer questions using your company’s specific policy and knowledge documents. But before diving into Joule, it’s important to first understand Retrieval Augmented Generation. Retrieva...
During TechEd, AI was a central theme across nearly all sessions — it was rare to find one where the term “AI” wasn’t mentioned. Many of these sessions focused on Joule agents, skills, and the Agent Builder, which is expected to be released by the en...
Discover how we leveraged the new SAP HANA Knowledge Graph Engine to build Summy, an AI-powered chatbot capable of answering complex questions about structured business data of our SaaS product Summarix. By combining knowledge graphs, SPARQL, agentic...
Rule-based automation can’t keep up with today’s fast-changing business workflows—but agentic AI can. Now generally available, the new agent builder in Joule Studio lets developers create context-aware Joule agents that plan, reason, and execute comp...
Introduction to SAP Build Joule SkillsIn today’s fast-changing business landscape, automation, intelligence, and integration are essential for success. SAP Build Joule Skills bring these elements together to help businesses optimize workflows, stream...
LLMs often feel like magic — but they aren’t.Behind every response lies tokenization, embeddings, attention, and probabilistic decoding. In this blog, we demystify how Large Language Models really work, explain why they’re becoming essential in 2025,...
Accelerate your Joule deployment while avoiding common pitfalls. Our expert-guided approach ensures your team develops competency in managing SAP’s AI infrastructure, maximising your return on investment.
Now that SAP-RPT-1.5 is generally available, let's put it to the test! Follow along as we walk you through the steps to making your first successful inference with SAP-RPT-1.5.
while there are robust logging support for java and node.js, python support has been missing for asynchrionous frameworks like fastapi and has been generally for flask and other synchrounus framweokrs. as with modern enterprise architecture of applic...
Using SAP-RPT-1 in the playground is a nice way to get a first impression, but you'll soon realize there are some limitations. In this blog post, let's explore how to use SAP-RPT-1 in a production-like environment. I'll walk you through the steps to ...
We are excited to announce the general availability of SAP-RPT-1, our first step forward in making AI work seamlessly with the structured data that powers your business.
SAP announced SAP-RPT-1 at TechEd 2025 in Berlin. What is it good for, and how can you try it out? In this blog post, I'll walk you through the announcement and show you how to get started, both in a no-code approach and in Python.
AI is at a critical junction. Just as decades of engineering transformed air travel into the safest mode of transportation, AI now faces the same challenge: building trust through transparency and explainability advancements. This isn’t a “nice-to-ha...
Exciting times for ABAP developers! SAP has just introduced the ABAP SDK powered by ISLM, enabling seamless integration with Large Language Models (LLMs) through SAP AI Core. For the first time, generative AI can be embedded directly into the S/4HANA...
Benchmarking Large Language Models for fairness across diverse downstream tasks. A methodological framework for organizations to build robust bias assessment pipelinesSAP integrates AI-enhanced features powered by large language models (LLMs) into it...
AI is at a critical junction. Just as decades of engineering transformed air travel into the safest mode of transportation, AI now faces the same challenge: building trust through transparency and explainability advancements. This isn’t a “nice-to-ha...
Prompt engineering and its refinement through prompt optimization evolving into agentic AI is no longer a niche skill or technical curiosity; it has become a core business capability that drives efficiency, compliance, and innovation.Organizations th...
SAP has announced the end of maintenance for the SAP Cloud Integration Neo environment by December 31, 2028. This impacts customers running Cloud Integration on Neo and planning to move to the Cloud Foundry–based SAP Integration Suite.Migrating integ...
Trustworthy Artificial Intelligence (AI) needs human control, today and probably forever, in one shape or another. Trust and safety need transparency: No informed decision is possible without, well, information! Follow us exploring a multi-disciplina...
Large language models (LLMs) for code generation and understanding can be boosted by training on search-like reasoning traces and by self-correction mechanisms. Recent work has framed code tasks as iterative decision processes, using fine-tuning or r...
As the world of cybersecurity is evolving day by day, the scale of attacks is also increasing. Malicious actors are becoming smarter and with help of AI curation of attacks is advancing. While cyber security professionals struggle with alert fatigue,...
This week at SAP techEd Berlin, SAP unveiled their latest foundation model called SAP-RPT-1 (read as “Rapid-1”). Since it is available via playground, we set out to testing it over the last days, and based on our year-long experience with (SAP) AI, ...
People aren’t trying to break rules with AI, they’re trying to get work done.The key is keeping that innovation inside safe ecosystems.
refers to BC-CP-DEST-CF-TOOLS in the link https://help.sap.com/docs/connectivity/sap-btp-connectivity-cf/connectivity-support
How can AI decisions be made fairer?This blog explores how bias can emerge in large language models and demonstrates, through a practical hiring scenario, how SAP’s data masking capabilities in SAP AI Core Orchestration Service can help reduce unfair...
Hello SAP Community, exiting times in the SAP developer space with TechEd coming up and all new options that become available for us to leverage. Within Redwood we have spend a lot of time over the last half year to see where we can add value in the ...
In a fast moving market, knowing what your competitors are up to including product launches pricing changes and new content is essential for strategic decision making. But manually tracking competitor websites and news is time consuming. In this tuto...
IntroductionIn today’s digital workplace, employees expect quick and seamless HR support — whether they’re updating personal details or submitting important requests. SAP Build Joule Skills make this possible by extending SAP Joule, the generative A...
SAP TechEd is approaching fast! Explore learning and certification opportunities in SAP Business AI and Joule to help you prepare for the event. Build the expertise to design, extend, and scale AI-powered solutions using SAP’s unified AI platform. St...
As we continue to embed Responsible AI into how we design, build, and deliver intelligent technologies, SAP’s approach is already closely aligned with the principles of ISO 42005. This new international standard reinforces the direction set by our AI...
Complete your end-to-end solution by integrating SAP Build Process Automation with Joule skills. Learn how to create automated email processes, publish to the library, and trigger workflows through conversational interfaces. Transform your Joule skil...
Build intelligent conversational skills in Joule Studio that retrieve sales order information through natural language. Learn to configure skill inputs, integrate backend actions, design rich message cards and lists, and deploy your AI assistant for ...
Discover how to create action projects that connect Joule skills to SAP S/4HANA Cloud using the Sales Order (A2X) OData V4 API. Step-by-step tutorial covering API selection, operation configuration, testing, and publishing actions for use in conversa...
Learn how to set up your SAP Build development environment for Joule Studio. This hands-on guide walks you through creating and configuring environments to connect your conversational AI skills with SAP S/4HANA Cloud backend systems. Perfect for deve...
At SAP, we’re continually working to ensure that our AI-enabled features perform reliably and responsibly across diverse use cases.Since the introduction of our SAP Global AI Ethics Policy and the launch of our AI Ethics Assessment process in 2022, w...
How do you inspect 150-meter wind turbines safely and efficiently? In this case, drones, an app with image recognition, and SAP PM integration replaced a manual process. The result was fewer accidents, automated repairs, and more reliable electricity...
With SAP Databricks we now have a dedicated environment for Data Scientists within the SAP Business Data Cloud. This blog gives a practical introduction to this bespoke Databricks edition by implementing a bare bones demand forecast. SAP Databricks i...
Organizations and their users are becoming more aware of AI-powered access to knowledge capabilities and limitations for secure enterprise-wide information. Often, they do not realize the implications for successful outcomes.With the ever-evolving la...
Key Highlights:SAP AI Launchpad Q3/2025 is a zero-code platform that empowers business users to efficiently leverage large language models (large language models).The platform’s robust Evaluation feature is a significant advancement, accelerating the...
PART 3 - Results, Insights, and Lessons from Benchmarking AI for Drug SafetyKey Highlights:Evaluation results and model comparisonsDeep analysis with SQLiteComponent-level performance: Drug, Dose, Adverse EventLessons learned and future directionsThe...
PART 2 - Building and Evaluating AI for Pharmacovigilance—No Code RequiredKey Highlights:Dataset: ADE Corpus and preprocessingPrompt engineering and model configurationEvaluation metrics: Precision, Recall, F1, BERTScoreOrchestration and execution in...
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 ...
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TheAIMachine
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SAP-RPT-1.5 now live on generative AI hub
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Skin in the robotic game
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The Octopus Brain
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Humanoidd robots are a catalyst, not the solution
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The AI Skills Library Is Live: Discover, Share, an...
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