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 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 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...
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 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 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...
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.
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 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...
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...
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. ...
What if your AI coding assistant already knew every relevant product standard before you typed a single line?
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.
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.
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 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...
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 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...
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 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
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...
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 ...
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...
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...
"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...
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...
I’ve been hearing a lot lately about fine-tuning being “dead,” but the reality is much more interesting. In this SAP Community post, I share what fine-tuning actually is, where it still shines, and why it continues to matter for real-world enterprise...
Every sprint, we had the same problem. A refinement meeting would go well — real decisions made, edge cases surfaced, implementation approach agreed. Then the ticket would get updated with a fraction of it. By the time a developer picked it up three ...
First, the content of this blog was initially written in Chinese by me (not an AI), but later it was translated into English with the help of AI, and the AI also enhanced and structured the content.Second, the content reflects my own experiences and ...
What if business users could simply ask questions about SAP S/4HANA data and instantly receive interactive visualisations in return? I built a prompt-driven AI agent on top of SAP BusinessObjects that makes this possible transforming natural language...
Alert is generated in Alert Inbox in English by default,You want to generate alert with other language e.g. Japanese.You want to forward alert to Third-Party via SNMP adapter with other language e.g. Japanese.
How I Built an AI Agent That Generates SAP Analytical Artifacts (CDS VDM → Cube → Analytic Query) via OData — Part 1 of 2: Architecture and First ArtifactHow I stopped writing CDS Views by hand and started generating the whole S/4HANA analytical stac...
Introduction:It is possible to connect to a remote PostgreSQL database using Python and then use your application to access and manipulate the data wherever you are. Visual Studio supports writing Python code, and using libraries such as psycopg2 to ...
Personal wikis are powerful — but as they grow, maintaining them becomes a burden. Andrej Karpathy's LLM Wiki concept flips the script: instead of manually keeping sources categorized, refactoring articles, and updating conclusions, you supply theraw...
Introduction:Creating an employee table in a Cloud PostgreSQL database using Python helps in organizing and storing employee information in a structured way. By using libraries like psycopg2, Python can easily connect to the database and execute SQL ...
We’re proud to share that ABAP FS now has 290+ GitHub stars and 53K active installs - gaining 10K new active installs since v2 went live! And this doesn’t even include offline versions probably floating around inside enterprise environments!
Moving on from the two very basic custom Joule Skills created in the previous post — which could only create and update ServiceNow incidents with a very limited and hardcoded set of input values — this blog takes a much bigger leap toward a fully aut...
Enterprise AI becomes significantly more powerful when it can access organization-specific knowledge instead of relying only on generic model responses.With document grounding in SAP Joule, Joule can retrieve information from enterprise repositories ...
In this blog I go over the scenario of creating an agent that based on user queries interprets them, translates mails and content to business partner and material, and then creates a sales order in the system. This is part 1, in parts 2 and 3 I will ...
Step-by-step guide to deploying Claude Sonnet 4, Claude Haiku 4.5, and GPT-4o through SAP AI Core and the Generative AI Hub — with working Python code, model selection guidance for SAP-specific use cases, and a practical comparison table. Updated fol...
Drift is not one thing. An agent can drift in four independent directions simultaneously: model, data, supervision, and scope. None of the four announces itself. The combination can be more dangerous than any single vector. This post covers the four ...
An agent that is not monitored does not sit and wait. It continues to act, autonomously, at scale, until a supplier calls to ask about orders that never arrived. This post covers the six observation instruments every agentic product needs, why automa...
The QA mental model that has served you for twenty years breaks in exactly three places when software starts making decisions instead of executing code. Pass@K replaces binary pass/fail. Compound probability means component accuracy and system reliab...
Introduction:Installing PostgreSQL to use it on the server will assist you in storing and processing data used by your application safely.It will imply the installation of PostgreSQL, the creation of a database, and the configuration of server access...
Claude Code ships powerful primitives - skills, memory, subagents, MCP servers. But primitives alone do not make a production system. This post teaches the harness architecture - seven composable pillars that turn Claude Code into a predictable, cont...
Most agentic products ship with only the agent designed. The supervisory system, how humans monitor, intervene, audit, and recover from what the agent does, is an afterthought. This post covers the four runtime artifacts every agentic product require...
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SAP-RPT-1.6, Tabular Orchestration, and RPT Playgr...
achab
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AI-Powered Forecasting with SAC, SAP RPT & Gen AI ...
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