The Exit Interview Already Knows Who's Leaving. Nobody Reads It Until It's Too Late.

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.

August Developer Challenge – New Joule Studio

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 Invoice Already Knows the SAP PO. Artificial Intelligence Finds the Right Line.

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...

SAP-RPT-1.5 now live on generative AI hub

Forecast demand, automate classification and regression tasks, as well as uncover insights with SAP-RPT-1.5 now generally available!

Let's try creating a UI5 Task Form for SAP Build Process Automation using AI.

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...

AIを使用してSAP Build Process AutomationのUI5 Task Formを作ってみる

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...

Building and Deploying Your First MCP Server on SAP BTP

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...

Skin in the robotic game

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...

The Octopus Brain

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...

Humanoidd robots are a catalyst, not the solution

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...

How I Built an AI-Powered ABAP Code Reviewer Using Google Gemini and SAP BTP

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...

AI is Transforming Support: Navigating the Autonomous Enterprise

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 Live: Discover, Share, and Build AI Skills Together

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.

Building Durable AI Agents - Announcing the `cds-langgraph-persistence` Plugin

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 Agentic AI Team - The Architecture That Doesn't Exist Yet Is a Team

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 Agentic AI Team - The Failure No One Is Watching

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...

The Agentic AI Team - The Empty Column

The Empty ColumnPost 7, The Agentic AI Team seriesTake any team that ships an agentic product and ask them to draw their team structure on a whiteboard. They will draw it fast, because they have drawn it a hundred times before. A product manager deci...

The Agentic AI Team - Is the PM Still the Hero?

Is the PM Still the Hero?Post 6, The Agentic AI Team seriesSearch for "product manager" and "agentic AI" together and you will find no shortage of PMs telling other PMs that the agentic era finally makes the PM the center of everything. The engineer ...

The Agentic AI Team - Do We Still Need Scrum?

Do We Still Need Scrum?Post 4, The Agentic AI Team seriesA delivery team plans a two-week sprint the way it always has. Monday, the backlog is groomed. Tuesday, the sprint starts. Over the next two days, an agent drafts most of the committed features...

The Agentic AI Team - What Does a Team of 10 Developers Look Like Now?

What Does a Team of 10 Developers Look Like Now?Post 3, The Agentic AI Team seriesPicture a ten-person engineering team six months into using a coding agent well. Nobody writes much code from scratch anymore. What they do, all day, is read pull reque...

The Agentic AI Team - The Employee You Never Onboarded

The Employee You Never OnboardedPost 10, The Agentic AI Team seriesA company stands up an agent that triages inbound support tickets, drafts responses, and escalates the hard cases to a person. Procurement logged it as a software purchase. IT logged ...

The Agentic AI Team - The Green Checkmark Nobody Owned

The Green Checkmark Nobody OwnedPost 9, The Agentic AI Team seriesAn enterprise agent handles vendor onboarding. It checks a new supplier against policy, flags exceptions, and clears the routine cases without a human in the loop. Before launch it ran...

The Agentic AI Team - The Architect Was Right All Along

The Architect Was Right All AlongPost 5, The Agentic AI Team seriesThere was always one person on the project who was not really on the team. She did not sit in the standup, did not own a backlog, did not ship a feature. She showed up early, at the p...

The Agentic AI Team - Is There Still a UX?

Is There Still a UX?Post 2, The Agentic AI Team seriesA claims adjuster opens her laptop Monday morning. Overnight, an agent processed a hundred and forty spoilage claims: burst pipes, power outages, a warehouse freezer failure. It paid a hundred and...

The Agentic AI Team - The Team Didn't Shrink. It Reshaped.

The Team Didn't Shrink. It Reshaped.Post 1, The Agentic AI Team seriesA team ships an agent that handles procurement. It reads a purchase requisition, checks it against policy, compares suppliers, and places the order, with no human in the middle for...

The Agentic AI Team - The Sixth Archetype the Maps Forgot

The Sixth Archetype the Maps ForgotPost 0, The Agentic AI Team seriesThere was a time when photography was a planned profession. Film gave you thirty-six frames, each one cost money, and none of them existed until a lab developed the roll days later....

SAP Build Code新機能：AI Chat

SAP Build Codeに新機能が搭載されましたのでご紹介したいと思います。この機能はbuild-codeプランあるいはbuild-defaultプランのSAP Business Application Studio (=SAP Build Code)で使用可能な機能です。SAP Business Application Studioのstandardプランでは使用することが出来ません。SAP Build CodeにAI Chat機能としてチャットによるプログラミング・作業アシスト機能が搭載...

Building Multi-Agent Systems for Production: The State, Context, and Memory Playbook

Everyone treats state, context, and memory as the same thing. That is why your multi-agent system forgets what the user said, doubles its storage bill in silence, and leaks data between users. This is the playbook that keeps it from happening.

How to Connect Claude Code to ABAP with Zero-Config MCP

You might have already seen excellent, master guide on the SAP Community Portal explaining how to link Claude to SAP. While that guide broke open the doors for vibe coding in ABAP, it required developers to manually manage external Node.js projects, ...

Can AI Tell Your FI Ticket from Your MM Ticket? Does BYOM (Bring Your Own Model) helps?

Can a BYOM AI model tell your FI ticket from your MM ticket? A BERT-based classifier trained on SAP support tickets sorts incoming issues into 9 modules. FI, MM, SD, HR, ABAP, BASIS, INTEGRATION, and more with 82%+ accuracy, and gets smarter every ti...

Whitepaper: Transforming Enterprise Portals with AI-Driven Conversational Interfaces

This paper presents an enterprise-grade architectural blueprint that modernizes customer interactions by embedding a natural-language conversational AI directly into custom web portals built on SAP landscapes. The solution is built around two princip...

Bringing Domain Intelligence into SAP Joule

Knowledge Graphs in SAP HANA Cloud, delivered via A2ATL;DR.  Joule is the trusted conversational front door to SAP. To make it genuinely useful for a specific business, it needs your intelligence: your data model, your relationships, your semantics. ...

Creating an SAP SD Billing Document Using a BAPI in SAP Build and Accessing It Through 'Joule Work'

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From Strategy Doc to Runtime Rule: Embedding SAP AI Standards into Claude Code

What if your AI coding assistant already knew every relevant product standard before you typed a single line?

Multi-Agent LLM Pipeline with SAP RPT and other SAP AI Core LLMs for World Cup 2026 Match Prediction

What happens when you combine SAP's Relational Pretrained Transformer with a multi-agent LLM system and ask it to predict World Cup 2026 match scores? Surprisingly decent football analysis — and one very honest timeout.

Teaching SAP AI Core to Watch Football: RPT + LLM Agents for World Cup 2026 Predictions

What happens when you combine SAP's Relational Pretrained Transformer with a multi-agent LLM system and ask it to predict World Cup 2026 match scores? Surprisingly decent football analysis — and one very honest timeout.

Beyond the Stochastic Parrot: How JEPA and World Models are Engineering the Future of Sustainable AI

Introduction: The Illusion of Intelligence For the past several years, the tech sector operated under a singular assumption: if you make autoregressive Large Language Models (LLMs) large enough and feed them enough compute, human-level artificial gen...

SAP Joule for Developers, ABAP AI capabilities including agentic capabilities is now available!

SAP Joule for Developers, ABAP AI capabilities have already generated strong interest across the SAP ecosystem, enabling customers to achieve remarkable results, as demonstrated by the success story from Bosch.Following our Sapphire announcements, de...

Register now for SAP AI Adoption and Learning Week

Move beyond the AI hype and learn how to implement, activate, and scale SAP AI in real business scenarios. Join SAP experts for four days of live sessions, demonstrations, hands-on learning, and technical deep dives.

Claude Generates So Much — Here's How I Actually Keep Up

Claude Generates So Much - Here's How I Actually Keep UpAI is producing an almost comical amount of output these days. In a single session, Claude can scaffold a feature, write the tests, refactor two files, explain the architecture, and suggest thre...

Talk to SAP System in Plain English: Building an S/4HANA Analyst with Pi SDK and SAP AI Core

Hand Pi an LLM, a tool, and a Markdown file. Pi hands back a working agent. In this blog, we turn that idea into a real SAP S/4HANA analyst - ask it a question in plain English, watch it pick the right APIs, chain the calls, and answer. Five files. Z...

Custom Sales Order Creation Agent Using Joule Studio

Custom Sales Order Creation Agent Using Joule StudioHi Everyone!In this blog, we will see how we can create a simple custom Joule Agent to create a sales order using Joule Studio. We will also trigger an email notification once the sales order creati...

Document Grounding Joule Custom Agent using SAP AI Core and Microsoft SharePoint - No AWS S3 Needed

Document Grounding Joule Custom Agent using SAP AI Core and Microsoft SharePoint - No AWS S3 Needed

The RAG Chunking Strategies that can actually survive Production

If your RAG quality has plateaued, the bottleneck is almost never your vector DB or your reranker. It is almost always your chunker. This post walks the strategies that actually survive production: how each one works, when to use it, when not to, and...

AI Product Management: The Human Side of Agentic AI Nobody Designs

Post 8 — AI Product Management seriesIn December 1978, United Airlines Flight 173 ran out of fuel while circling Portland, Oregon. The aircraft was mechanically sound. The crew knew the fuel state was critical. The captain, fixated on a landing gear ...

AI Product Management: What Happens to Agents Nobody Plans to Stop

Post 9 — AI Product Management seriesIn 2021, a research team at the University of Michigan published an audit of the most widely deployed sepsis prediction algorithm in American hospitals. Epic Systems had marketed the Epic Sepsis Model with a claim...

AI Product Management: The Two Documents That Replace the PRD

The PRD worked when the hard part was building. With agents, building is the easy part, a prototype takes an afternoon. The hard part is deciding what the agent should do, where its authority stops, and how anyone knows when it's wrong. That work spl...

AI Product Management: Autonomy Is Earned, Not Scheduled

"After 30 days, we'll move the agent to full autonomy." That's a schedule, not a safety criterion. A clean record usually means the hard cases haven't come up yet, not that the agent can handle them. Why autonomy has to be earned against evidence, an...

AI-Assisted Enterprise Search in SAP S/4HANA Public Cloud

Claude Code Is a Spaceship. Pi Is a Skateboard. Here's Why I Use Both

Most AI coding agents compete by adding more features. Pi competes by removing them. Built around just four tools and a 200-word system prompt, Pi takes the opposite bet from Claude Code: keep the core small, push everything else into extensions. Her...