Part 2 walked through assessing clean core manually with ATC and Project Kernseife. This part goes inside SAP's own answer to the same problem: the S/4HANA Custom Code Migration Agent, generally available since Q2 2026. It's not a chatbot bolted onto...
Trust Isn't Enough: Validating Human-in-the-Loop for OversightWhen we deploy an AI model, we measure everything. From accuracy, precision, recall, confidence scores to benchmark performance. Having these numbers gives us the confidence that our syste...
A hands-on walkthrough: bring your own AWS S3 bucket, ground it through SAP AI Core's Grounding Management, and expose it to a custom Joule agent with an SAP Build Action.The full flow at a glance — from your S3 bucket to a grounded Joule agent. If...
SAP Partners: Get ready for SAP TechEd with five days of expert-led learning, hands-on technical sessions, and certification preparation focused on the Autonomous Enterprise and the latest SAP innovations.
We instrumented every phase of a text-to-SQL agent running on an SAP schema. The step we assumed was expensive turned out to be the cheaper one, and the cost was accumulating somewhere we were not looking.
Build a conversational "Order Health Assistant" using only standard SAP APIs — no custom development. This step-by-step walkthrough covers finding the right APIs on Business Accelerator Hub, setting up a destination, wrapping APIs as Actions, and bui...
RISE with SAP customers get the RISE Methodology Dashboard in Cloud ALM as a standardized starting point for clean core assessment — and that's genuinely the right first step. This part goes one layer deeper: the ATC mechanics actually powering that ...
SAP-RPT-1.6, Tabular Orchestration and a higher RPT Playground API limit are now live. Together, these cover the full arc from experimentation to production.
What does it actually mean for a human to be "in the loop"? In our first blog post of this series, we introduced the concept of human oversight in AI systems and explored the spectrum of human–AI collaboration from AI assistance to full autonomy. Tod...
1. BackgroundNothing was on fire. The task chains ran, mostly successfully, and when they didn't someone eventually noticed.The problem was a question. Our BI team lead has downstream data integration work that depends on a handful of chains completi...
The August Developer Challenge for the new Joule Studio is now closed.
Abapsmith is a new open-source MCP server that lets an LLM read, write, activate, run, test, and debug ABAP on a live system over ADT.
Clean Core used to be sold as ERP upgrade hygiene. In 2026, it became something closer to a precondition — the RISE with SAP deals closing this year (Airbus, Shell, Morgan Stanley, Eli Lilly) aren't just modernizing infrastructure, they're building t...
A lightweight PowerShell Sample for managing SAP AI Core resource groups, orchestration configurations and deployments.
With the advent of AI agents, there is increasing interest in a topic that had been around for a long time in the AI Ethics world: Human oversight and determination. But why did it become so important now, and what does it mean?
Background and Context – Why we need an agent or Why we choose this use case for the AI HackathonAs we transition legacy Microsoft AX entities into SAP-managed S/4HANA Private cloud operations, invoice traceability has become increasingly complex. A ...
A deep-dive into WebMCP, Chrome's proposed standard for exposing structured tools to AI agents directly from web pages, covering the imperative and declarative APIs, React integration, real-world patterns, and what it means for the future of agent-na...
The Problem This POC SolvesPredictive forecasting in financial planning isn't a new concept. SAC has offered predictive scenarios for a while, and traditional ML has always been possible. So why hasn't every planner adopted it?Because the barrier to ...
This is Week 4 of the August Developer Challenge on Joule Studio with a focus on Vercel integration.SAP and Vercel have partnered to enable developers to build lightning-fast, modern frontends (using React and Next.js) for enterprise applications and...
A deep-dive into building AI workflows in Joule that turn tabular structured data into key supply chain decision engines using SAP-RPT-1.5 Tabular AI model.
n8n workflows, as you saw in the Week 3 challenge, can be defined by JSON text file, and therefore you can easily vibe code to create complex and useful workflows. I will show you what I did do manage the challenge itself.
How Joule enables agile AI transformation without compromising on ethics, security, and compliance, so your organization can innovate with speed and confidence.
Connect your AI agents (Joule, Claude, Gemini, Cursor etc) with SAP SuccessFactors. Part 2 (architecture) coming soon.
A personal experiment: an ABAP report sends a service quotation ID to n8n, n8n applies multi-stage email approval rules, and only the last Approve PATCHes the quotation to Released in SAP. Not a replacement for SAP Business Workflow or Flexible Workf...
SAP has already announced that n8n will be embedded into the managed Joule Studio environment to integrate agents with end-to-end business processes, as described in Announcing New Joule Studio for Enterprise Scale Agentic Development. We wanted you ...
Most developers trying to cut AI costs focus on model selection. But the bigger lever is what your agent generates in the first place. Two open-source plugins — Caveman and Ponytail — tackle this from different angles: one cuts the verbosity of agent...
The operator did not vanish when the agent arrived. She split. What she knew became the agent's context and bounds. What she checked before committing became the supervisory surface. The only casualty was the dashboard, and most agents are being buil...
Most AI systems stop at a single agent talking to a single model. A2A is the open protocol that lets agents from different frameworks and teams discover each other, delegate work, and exchange results. This article shows you how to build it from scra...
Now that you have a background in SAP Joule , we come to the part everyone is waiting for: New Joule Studio (Joule Studio 2.0)
Connecting an LLM to SAP data is easy to demonstrate, but building a controlled and traceable pipeline is more difficult. Pagination, source citations, checkpoints, field selection, credential safety, and differences between ECC and S/4HANA all need ...
SAP’s direction is clear – It is an Autonomous Enterprise that runs specialised AI assistants and AI agents that execute and manage end-to-end business processes and tasks. This challenge helps you align in this direction. First and foremost, you ne...
Predicting employee attrition on SAP SuccessFactors-style data, using SAP's open-source ConTextTab (SAP-RPT-1-OSS) to read HR fields as meaning, not just numbers.
Everyone is abuzz about the new and improved Joule Studio, announced at Sapphire in May and expected out in the fall. We wanted to take this month’s developer challenge to prepare you for all the excitement that is likely to occur at SAP TechEd in Oc...
The PO is known. The line isn't. That's the real matching problem.Modern eInvoices tell SAP which Purchase Order they belong to, but not the exact PO line. As a result, AP teams spend countless hours manually matching invoice lines during month-end c...
Forecast demand, automate classification and regression tasks, as well as uncover insights with SAP-RPT-1.5 now generally available!
Hello everyone! Have you tried the newly added AI Chat feature in SAP Build Code yet?It's incredibly convenient, isn't it?I received a request to write a blog post introducing how to use it. However, since it's pretty self-explanatory and others have...
皆様、新たに追加されたSAP Build CodeのAIチャット機能は使ってみましたでしょうか？便利ですね。使い方を紹介するブログを書いてというリクエストがあったのですが、説明するまでも無いでしょうし、CAPやUI5のアプリの作り方を紹介するのも既に他の方がやられているのでなにか無いかと考えたときに、SAP Build Process AutomationのUI5 Task Formは作成できるのかと気になりましたので、AIチャット機能で作れるかやってみました。SAP Build Process...
A complete step-by-step tutorial — from local VS Code setup to live Cloud Foundry deploymentIntroductionArtificial Intelligence is rapidly changing how developers interact with enterprise systems. One of the most exciting developments in this space i...
Humanoid robots are no longer just mechanical curiosities. They talk, they reason, and now — they have skin.As AI and robotics converge at breathtaking speed, a new generation of robots is crossing a threshold that feels deeply human. And that is pre...
How a distributed nervous system inspired the way I organize Claude's knowledge.An octopus has around 500 million neurons in a massive nervous system. Where humans concentrate most neurons in the head, an octopus does the opposite. About two-thirds l...
The hype is on on humanoid robots - price drops make them payable, increasing capabilities, better sensors, more computing power and stroner batteries make them affordable and applicable in a variety of use cases - but is the humanoid robot the answe...
This blog describes how I built an AI-powered ABAP Code Reviewer using Google Gemini, Python, Flask, and SAP Business Application Studio on SAP BTP. I'll walk through the project architecture, implementation approach, challenges I faced, and the less...
From issue resolution in minutes to AI-powered support orchestrators, the future of SAP Technical Support is here.Learn how SAP is combining AI, automation, and human expertise to power the Autonomous Enterprise and help customers drive greater value...
The AI Skills Library is SAP's public hub for reusable AI skills, plugins, MCP servers, and marketplaces. Explore existing solutions, share your own innovations, and collaborate with developers and business users to shape the future of enterprise AI.
Announcing the release of @mi8y/cds-langgraph-persistence CDS plugin for CAP-based AI Agents built with LangGraph/LangChain/Deep Agents framework. Enable durability for taking AI Agents to production with conversational memory, fault tolerance, time ...
The Architecture That Doesn't Exist Yet Is a TeamPost 11, The Agentic AI Team seriesA claims agent denies a man's insulin reimbursement after a refrigeration outage. Nothing about the denial breaks a rule. The exclusion is ambiguous, the agent reads ...
The Failure No One Is WatchingPost 8, The Agentic AI Team seriesEighteen months after an agentic product ships is the moment it is most likely to be quietly broken and least likely to be caught. Not because anyone stopped watching. Because everyone k...
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