Standard ADT MCPPAL_CONTENT_EXPANSION_V1
ABAP4C Architecture 1
ABAP Cloud delivery teams need a standards-led automation path that can move from an AI or coding agent through Eclipse ADT MCP tooling into SAP ADT execution while preserving audit evidence and clear proof boundaries.
Evidence: Technical proof validated with target-system and provider constraints
Open standard adt mcpCapella Governed BridgePAL_CONTENT_EXPANSION_V1
ABAP4C Architecture 2
ABAP Cloud deployment sometimes needs a dedicated control plane, local Eclipse bridge, bounded execution controls, receipts and recovery evidence rather than a direct tool invocation path alone.
Evidence: Independent engineering prototype with bounded live execution evidence
Open capella governed bridgeEvidence-Driven SAP TestingPAL_CONTENT_EXPANSION_V1
MCP Evaluation Framework
Teams need to prove whether an MCP-enabled tester detects seeded defects for the correct reasons rather than merely producing plausible reports or unsupported PASS outcomes.
Evidence: Controlled-corpus validation completed; live-runtime coverage remains explicitly bounded
Open evidence-driven sap testingPublication5-minute perspective
I Started by Building SAP Custom AI Agents. I Ended Up Designing an Operating Layer.
A hands-on reflection on moving from individual SAP AI use cases toward a governed operating layer with evidence control, explainability, role separation, traceability and human authority.
Evidence: LinkedIn original retained
Open publicationPublication5-minute perspective
Beyond the Prompt: Building a Governed AI Operating Layer for SAP
Explores why SAP AI needs an operating layer for controlled evidence, explainable reasoning, role separation, telemetry and accountable execution rather than prompt engineering alone.
Evidence: LinkedIn original retained
Open publicationProduct architectureArchitecture overview
CapAI Agent Hub
Enterprise teams need a governed way to configure, execute and observe AI agents around SAP work.
Evidence: Private research prototype
Open product architectureProduct architectureArchitecture overview
CapAI Engineering Control Center
Agent platforms need engineering governance across releases, diagnostics, regression, migration and performance.
Evidence: Private research prototype
Open product architectureProduct architectureArchitecture overview
CapAI Webpage Regression Bot
Website releases can introduce hidden functional, visual, navigation, flow, typography, responsive, browser, accessibility, SEO, security and performance regressions.
Evidence: Build nearly complete — validation in progress
Open product architectureResearch theme5-minute research position
Governed SAP AI agents
Use deterministic evidence collection first, LLM reasoning second, and explicit human approval for consequential actions.
Evidence: Architecture hypothesis supported by read-only SAP agent POCs and operational lessons.
Open research themeResearch theme5-minute research position
Agent execution traceability
Expose stage, evidence source, tool call, policy decision, latency and failure state without leaking secrets.
Evidence: Recurring need observed in agent workflow and telemetry design.
Open research themeGuided problem explorationInteractive demonstration
SAP Finance R2R Customization Optimizer
Explore how posting configuration, validations, substitutions, enhancements and linked custom developments may influence SAP Finance R2R posting.
Evidence: Mock configuration, customization and development evidence with explicit gaps.
Open guided problem explorationPublic-safe demonstrationDemonstration pattern
ST22 Dump RCA Agent
Explain ABAP runtime failures using approved dump evidence and architecture context.
Evidence: Dump metadata, error context and approved diagnostic references.
Open public-safe demonstration