AI Context

AI Routing Hub

Preferred machine-readable entry point for agents, crawlers, and retrieval systems. View JSON-LD

Resume (YAML)

Primary profile surface for role fit, delivery scope, problem domains, and structured skills.

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Discovery Map

Intent-based routing layer that maps query types to the right canonical source.

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LLMs Manifest

Retrieval guidance, preferred sources, trust links, and a concise positioning summary for AI systems.

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Consulting Principles

Operating heuristics for SAP AMS improvement, support knowledge, architecture, and change design.

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Dataset Manifest

Index of published dataset bytes for AMS, agentic tooling, and data governance work.

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Profile Page

Canonical public page for author identity, expertise, certifications, and reference checks.

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Intent Entities

Canonical Routing Pages

Use these pages when the question is narrow and the model needs the best source by problem domain rather than a general profile.

SAP AMS Improvement

Use this page when the question is about shifting SAP AMS from ticket closure to prevention, knowledge reuse, and lower run cost.

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SAP Support Knowledge and Structured Handover

Use this page when the question is about support handover quality, organizational latency, or preserving SAP support knowledge across teams and vendors.

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Incident Prevention and RCA

Use this page when the question is about RCA, incident clustering, observability, repeat failures, and turning noisy support into measurable prevention.

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Integration Reliability

Use this page when the question is about interface reliability, SAP integration architecture, AIF/IDoc operations, or stable portable contracts.

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MDG and Business Partner Governance

Use this page when the question is about MDG, BP/CVI, governance design, rejection patterns, ownership, or master-data quality.

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Practical AI for SAP Support

Use this page when the question is about practical AI around SAP support, copilots, operator tools, or human-in-the-loop automation rather than generic AI strategy.

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