Letting the LLM decide what to fetch works. It's also non-deterministic, sequentially slow, and hard to audit.A short note on declarative pre-fetch as the default for enterprise agents and where tool calling is still the right answer
A CAP Agent can continue a conversation and, with a long-term Memory Store which I made 2 weeks ago, can remember useful information across conversations. But a support agent also needs to answer questions from product guides, troubleshooting notes, ...
A personal location pipeline on SAP HANA Cloud spatial, CAP, RAP and Fiori Elements. Built with Claude Code.
There is a long-standing debate about the use of IA and productivity in the corporate environment. This article explores the real-life experiences of an AI Consultant and how the mix of experience, collaboration, and reskilling generated outstanding ...
Hi. I'm Andréa Molina, an SAP engineer with 20+ years of experience, working hands-on with BTP, UX, and AI. I shared my An Engineering Manifesto for AI-Assisted SAP Development — Let's Build It Together blog with 19 principles, examples and code pat...
Trying the CAP-level agents from the September 2026 CAP release with a custom RAP service.
AI helps us learn and write code. We have been shipping code faster than ever. Someone with no IT background can create software now. But software is not just code. It is structure, security, governance and much more. We deal with sensitive data. An ...
My AI agent could draw boxes, but not SAP. So I gave it the SAP BTP icons and the SAP diagram rules. Meet ARC-DRAW, an open-source MCP server, and see how you can help make it better.
With the announcement that PI-Sheets fall under SAP’s compatibility scope—and therefore usage rights expire at the end of 2030—customers are now faced with an important question: What is the right path forward for existing PI Sheet implementations?
When we started this blog post series, we asked a hard question: how do we keep humans meaningfully involved as AI systems get more autonomous every day? Today, that question is more urgent than ever. SAP’s vision of the Autonomous Enterprise promise...
Are you building or even running a business ABAP Cloud AI scenario as described in Swathy's blog about the ABAP AI SDK powered by ISLM?Embedding Generative AI capabilities directly into ABAP Cloud applications has never been more accessible, and the ...
With SAP TechEd 2026 coming up, explore learning opportunities to build your skills in SAP Business AI and Joule. Discover the future of work with Joule and deepen your understanding of AI reasoning, foundation models, and enterprise knowledge. Cont...
With the September 2026 release of CAP, CAP now has a first-class plugin for building AI agents directly within CAP applications. You can annotate a CDS service with @AGent, expose it through the A2A protocol, use CAP service capabilities such as act...
A Beginner's Guide — For Every SAP Consultant, Every Module, Every Role
SAP has spent 2026 building governance infrastructure for AI agents — a verification workflow through AI Agent Hub, policy enforcement through MCP Gateway. Both promise trust badges and audit trails. Neither can deliver on that promise against an obj...
This proof of concept (POC) shows how to turn standard SAP reports into interactive AI tools. While tested using the VA05N sales report, this exact setup can be used for any other SAP report. It connects SAP data to a local AI, allowing users to chat...
A conversational walk-through for SAP BTP developers — from Cloud Connector principal propagation to agent-to-agent (A2A) delegation.Think back to the last BTP app you built that talked to an on-premise S/4HANA system. Chances are, every backend call...
Sonja Liénard, SAP's head of ABAP platform, describes ABAP AI as three concentric circles — ABAP Cloud at the center, developer tooling around it, agents on the outside. It's a clean diagram. This part tests it against the messy case from Part 4: thr...
What if your compliance team could stop chasing false alarms and start focusing on what really matters? That’s exactly what happens when AI moves from being a helpful assistant to a tool that automatically handles routine cases.
When working on SAP Cloud Integration, it is a good practice to keep a backup of your integration flows and other artifacts outside the tenant. Git helps us do this in a simple way. Every time we make a change, we can save a version in a Git reposito...
Organizations often need to deploy proprietary AI and machine learning models that are not available as standard offerings. In this blog, you'll learn how to deploy a Dockerized model to SAP Generative AI Hub, covering image creation, registry setup,...
Part 3 showed how SAP's Custom Code Migration Agent handles the mechanical half of clean core work. This part addresses what the agent explicitly hands back to a human: the objects that get side-by-side extended into CAPM. Done under deadline pressur...
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.
How can we define mandatory control points in the AI agent’s decision-making chain?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 explo...
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...
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My productivity is boosted with Joule work desktop...
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