The provided text outlines a strategic framework for evolving SAP S/4HANA from a traditional record-keeping system into an Autonomous Enterprise powered by artificial intelligence. This transformation relies on a unified data foundation via the SAP Business Data Cloud and a semantic architecture that uses knowledge graphs to provide business context. To ensure operational reliability, the roadmap emphasizes procedural memory through SAP Signavio and rigorous agentic quality engineering to mitigate risks like AI hallucinations. Developers can…
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Report: Meta Harness – Why we need it & Players available
What is a Meta-Harness & Why Do We Need It?What it is: A meta-harness is an orchestration and control layer that sits above individual AI agents to make them interoperable components of a unified system. It focuses on optimizing the executable support code around agent workflows—such as instruction files, setup flows, and validation scripts—rather than just the prompt. Why we need it:Harness Failures: Many agent failures stem directly from the harness, including weak repository instructions,…
Read MoreDatabricks Genie Ontology
The provided sources detail Databricks Genie Ontology, an automated, self-evolving context layer introduced in June 2026 to enhance enterprise AI accuracy. Built upon Unity Catalog, this system generates a “living knowledge graph” by extracting business logic from tables, dashboards, and connected applications. A core innovation is OntoRank, a PageRank-inspired algorithm that weights data definitions based on factors like author authority and usage frequency. This architectural shift significantly improves AI performance, raising text-to-SQL accuracy from roughly 50% to 84.5% on the first attempt. Unlike traditional, labor-intensive ontologies, this…
Read MoreThe Autonomous Enterprise Architecture for SAP and NemoClaw
These reports detail a massive shift in the enterprise AI landscape during mid-2026, centered on the collaboration between NVIDIA, SAP, and OpenAI. NVIDIA has introduced NemoClaw and OpenShell as a critical security and sandboxing layer for OpenClaw, the world’s most popular open-source AI agent platform. Simultaneously, SAP has integrated this technology into its “Autonomous Enterprise” vision, embedding hundreds of specialized AI agents into its core business software while blocking unmanaged agent access. OpenAI has expanded its enterprise footprint by launching the GPT-5.5 model on multi-cloud…
Read MoreSAP Joule Studio 2.0 & SAP Business AI Platform The technical blueprint
SAP Joule Studio 2.0 & SAP Business AI Platform The technical blueprint
Read MoreThe Future of AI Agents – 8 Key Predictions
1- EVERYBODY Will Have Personal Agents 2- Company Memory Becomes an Asset 3- Different LLM Form Factors 4- LLM → Commodity / Agent/Harness → The Differentiator 5- APPS → Tools/Skills, USERS → Agents 6- Security/Governance Embedded in Harness 7- Agent Discovery & Collaboration 8- Testing/Hardening/Benchmarking Becomes Mainstream
Read MoreClaude Code vs OpenClaw vs HermesAI vs Paperclip – An Emerging Expertise
Lets Start with the simple one. Claude Code CLI: You can also build a personal agent on top of Claude Code. Note that you need to add tools and skills to Claude Code to make it work for you. It used to just work with Anthropic but as of today people have cracked it and you can run it on with other Models. You can search “claude code free” and see many different installation options.Character:…
Read MoreDesign of my Personal Agent – OpenClaw
His name is Mr No. It has a male character.His skills are explained in the attached pdf. Link to detailed PDF file.
Read MoreInternet Of Agents (IoA)
The IOA Blueprint Architecting the Future of Agentic Collaboration. (Link To PDF – a Must read) We are rapidly moving beyond the traditional Internet and the Internet of Things. Welcome to the era of the Internet of Agents, a foundational framework designed to seamlessly interconnect, dynamically discover, and collaboratively orchestrate autonomous AI agents at scaleUnlike the human-centric web or the trigger-based Internet of Things, the Internet of Agents is built for agent and knowledge connectivity….
Read MoreThe Pragmatist’s Guide to Enterprise AI in SAP World
Here is a simple, catchy summary of “The Pragmatist’s Guide to Enterprise AI”: A must read document in PDF format: https://ugurcandan.com/wp-content/uploads/2026/03/Enterprise-AI-Guide.pdf Are you tired of flashy AI pilots that never actually improve your bottom line? “The Pragmatist’s Guide to Enterprise AI” tackles the biggest roadblock in business AI today: the massive chasm between a cool demo and scalable production.As companies shifted from monolithic ERPs to fragmented “best-in-class” applications, their data became siloed. To fix this,…
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