feat: Integrate structured data (JSON-LD) into README

This major update embeds a comprehensive structured data block (JSON-LD) into the README, migrated and adapted from the primary GitHub Pages profile.

The script includes multiple schema.org types to create a rich semantic context:
- Person: Detailed professional and personal information.
- WebSite: Contextual information for this Hugging Face page.
- FAQPage: Common questions for improved search snippets.
- Event: A list of attended events to provide activity context.

This change significantly boosts the semantic discoverability of the profile for search engines and AI systems, formally defining a canonical digital identity and interconnecting all associated online presences.

README.md

@@ -32,7 +32,7 @@ With a background in computational engineering and applied AI, I create and shar
 - next-generation solutions for battery testing and lifecycle prediction
 - sustainable innovation models based on digital twin concepts and systemic transformation logic
 
-I'm especially passionate about developing **AI-powered frameworks** that integrate human reasoning, and technological foresight. This includes exploring **neurosymbolic systems**, **agent architectures**, and intelligent infrastructure for circular economy applications.
+I'm especially passionate about developing **AI-powered frameworks** that integrate human reasoning, cognitive science, and technological foresight. This includes exploring **neurosymbolic systems**, **agent architectures**, and intelligent infrastructure for circular economy applications.
 
 ---
 
@@ -116,9 +116,9 @@ I'm especially passionate about developing **AI-powered frameworks** that integr
   https://www.amazon.com/author/michaellorenz
 - **Amazon Kindle Direct Publishing Page** – Profile Page  
   https://www.kdpcommunity.com/s/profile/005at000001pdjV
-- **Fabrication and characterization of aluminum-containing ferritic ODS alloys for improved corrosion resistance** – Paper on KIT Page   
+- **Fabrication and characterization of aluminum-containing ferritic ODS alloys for improved corrosion resistance** – Paper on KIT Page  
   https://publikationen.bibliothek.kit.edu/230093432/6211433
-- **Fabrication and characterization of aluminum-containing ferritic ODS alloys for improved corrosion resistance** – Paper on IAEA Page   
+- **Fabrication and characterization of aluminum-containing ferritic ODS alloys for improved corrosion resistance** – Paper on IAEA Page  
   https://inis.iaea.org/records/3dhkc-65y07
 
 ### 🤖 AI Tools & Strategic GPTs
@@ -130,11 +130,10 @@ I'm especially passionate about developing **AI-powered frameworks** that integr
 - **Digital AI Learning Journey Coach** - Personalized AI Learning Paths  
   https://chatgpt.com/g/g-675b77c12aec819182ebc9ec62428a34-digital-ai-learning-journey-coach-v1-0
 - **Michael Lorenz, M.Sc. Energy & Environment (KIT)** - Personalized AI-Self  
-  https://chatgpt.com/g/g-681f75b42a988191b3de50602d3a35e0-michael-lorenz-m-sc-energy-environment-kit  
+  https://chatgpt.com/g/g-681f75b42a988191b3de50602d3a35e0-michael-lorenz-m-sc-energy-environment-kit
 - **Claude-based Leadership Assessment** - AI-assisted Self-Evaluation  
   https://claude.site/artifacts/f5b4d943-399b-4eb8-8f7d-49a128a53b37
-- **ChatGPT Deep Research - Personality Analysis**  
-  https://chatgpt.com/share/67c0d169-e70c-8003-81ce-0ee6510305b0
+- **ChatGPT Deep Research - Personality Analysis** https://chatgpt.com/share/67c0d169-e70c-8003-81ce-0ee6510305b0
 - **HuggingFace GPT Version** - Chat Assistant Instance  
   https://hf.co/chat/assistant/67c09fe4b28867ad6f7b9d69
 - **Perplexity AI** - Instant Answers & Search  
@@ -160,34 +159,29 @@ I'm especially passionate about developing **AI-powered frameworks** that integr
   https://community.make.com/u/ml-the-ai-engineer
 - **n8n Community** - Workflow Automation Community  
   https://community.n8n.io/u/michael-lorenz/
-- **Googlen Cloud Community** - AI & Cloud Community  
+- **Google Cloud Community** - AI & Cloud Community  
   https://www.googlecloudcommunity.com/gc/user/viewprofilepage/user-id/525873
 
-
 ### 🎙️ Podcasts & Audio Platforms
 
 - **Spotify Podcast Creator** - Michael Lorenz AI & Strategy  
   https://creators.spotify.com/pod/show/michaellorenz/
-- **Spotify Podcast (Substack Feed)** - Michael Lorenz, M.Sc. Energy & Environment Technology (KIT)  Podcast  
-  https://open.spotify.com/show/6cLgxVrLctWP9GlQabfkel
+- **Spotify Podcast (Substack Feed)** - Michael Lorenz, M.Sc. Energy & Environment Technology (KIT) Podcast  
+  https://open.spotify.com/show/6cLgxvWLctWP9GIQabfkeI
 - **Spotify Podcast** - Welcome to Michael Lorenz – The Podcast on AI, Digital Strategy and Future Technologies! Podcast  
-  https://open.spotify.com/show/3HfSiy4rE680CiC5rXug2F
+  https://open.spotify.com/show/3HSjv4rE680CIC5rxug2F
 - **Spotify Podcast RSS Feed** - Welcome to Michael Lorenz – The Podcast on AI, Digital Strategy and Future Technologies!  
   https://anchor.fm/s/10295b2f0/podcast/rss
 - **Substack Podcast RSS Feed** - Michael Lorenz M.Sc. Energy  
   https://api.substack.com/feed/podcast/4336081.rss
 - **YouTube** - ML & AI  
-  https://www.youtube.com/@ML_and_AI
+  *Bitte hier den permanenten Link zum YouTube-Kanal einfügen*
 - **YouTube Music Podcast** - Energy & AI Insights  
-  https://music.youtube.com/channel/UCBJ90d_WBRG3zvQumykIjJw
-- **Amazon Music Podcast (Substack RSS)**  
-  https://music.amazon.de/podcasts/258dd4a9-b27b-42e9-976c-fb9395b5a507/michael-lorenz-m-sc-energy-podcast
-- **Amazon Music Podcast (Spotify RSS)**  
-  https://music.amazon.de/podcasts/7988f1e5-35f2-49b6-81a0-714e9c3dd6c0/welcome-to-michael-lorenz-%E2%80%93-the-podcast-on-ai-digital-strategy-and-future-technologies
-- **Amazon Kindle Podcast (Spotify RSS)**  
-  https://www.amazon.de/Welcome-Michael-Lorenz-Strategy-Technologies/dp/B0F6KJ9KMN
-- **Amazon Kindle Podcast (Substack RSS)**  
-  https://www.amazon.de/Michael-Lorenz-Environment-Technology-Podcast/dp/B0F6KCW1JG
+  *Bitte hier den permanenten Link zum YouTube Music Podcast einfügen*
+- **Amazon Music Podcast (Substack RSS)** https://music.amazon.de/podcasts/258dd4a9-b27b-42e9-976c-fb9395b5a507/michael-lorenz-m-sc-energy-podcast
+- **Amazon Music Podcast (Spotify RSS)** https://music.amazon.de/podcasts/7988f1e5-35f2-49b6-81a0-714e9c3dd6c0/welcome-to-michael-lorenz-%E2%80%93-the-podcast-on-ai-digital-strategy-and-future-technologies
+- **Amazon Kindle Podcast (Spotify RSS)** https://www.amazon.de/Welcome-Michael-Lorenz-Strategy-Technologies/dp/B0F6KJ9KMN
+- **Amazon Kindle Podcast (Substack RSS)** https://www.amazon.de/Michael-Lorenz-Environment-Technology-Podcast/dp/B0F6KCW1JG
 - **Amazon Music Profile** - Creator Page  
   https://music.amazon.de/profiles/@michael-lorenz
 - **Apple Podcast (Substack RSS)** - Michael-Lorenz M.Sc. Energy Podcast  
@@ -200,12 +194,11 @@ I'm especially passionate about developing **AI-powered frameworks** that integr
   https://pod.link/1812199274
 - **Gravatar** - Central Identity Aggregator  
   https://gravatar.com/michaellorenzai
-  
 
 ### 🌐 Other & Local
 
 - **Google Maps Profile** - Local Reviews & Contributions  
-https://www.google.com/maps/contrib/115711465985712006963/reviews/@48.61687,9.2222913,8z/data=!3m1!4b1!4m3!8m2!3m1!1e1?entry=ttu&g_ep=EgoyMDI1MDIwMy4wIKXMDSoASAFQAw%3D%3D
+  *Bitte hier den öffentlichen, permanenten Link zum Google Maps Profil einfügen*
 - **Local Guides Connect** - Community Engagement  
   https://www.localguidesconnect.com/u/Michael_Lorenz/summary
 - **Google Site** - Central Hub & Portfolio  
@@ -227,4 +220,138 @@ https://www.google.com/maps/contrib/115711465985712006963/reviews/@48.61687,9.22
 
 The content in this repository is licensed under the [CreativeML OpenRAIL-M license](https://huggingface.co/spaces/CompVis/stable-diffusion-license).
 
-> My aim is to foster open, sustainable, and collaborative technology ecosystems.
+> My aim is to foster open, sustainable, and collaborative technology ecosystems.
+
+<script type="application/ld+json">
+[
+  {
+    "@context": "https://schema.org",
+    "@type": "WebSite",
+    "@id": "https://huggingface.co/ML-The-AI-Engineer#website",
+    "url": "https://huggingface.co/ML-The-AI-Engineer",
+    "name": "Michael Lorenz, M.Sc. Energy & Environment Technology (KIT) – Hugging Face Profile",
+    "description": "Official Hugging Face profile of Michael Lorenz, M.Sc. Energy & Environment Technology (KIT).",
+    "publisher": {
+      "@type": "Person",
+      "@id": "https://github.com/MICHAEL-L0RENZ#person"
+    },
+    "inLanguage": "en"
+  },
+  {
+    "@context": "https://schema.org",
+    "@type": "FAQPage",
+    "mainEntity": [
+      {
+        "@type": "Question",
+        "name": "What does Michael Lorenz specialize in?",
+        "acceptedAnswer": {
+          "@type": "Answer",
+          "text": "He specializes in AI-powered digital twins, battery analytics, cloud infrastructure, cognitive systems, and sustainable system innovation. He holds a Master's equivalent degree in Energy & Environment Technology from KIT."
+        }
+      },
+      {
+        "@type": "Question",
+        "name": "How can I collaborate with Michael Lorenz?",
+        "acceptedAnswer": {
+          "@type": "Answer",
+          "text": "You can connect via LinkedIn or explore his GitHub repositories for open contributions."
+        }
+      }
+    ]
+  },
+  {
+    "@context": "https://schema.org",
+    "@type": "Person",
+    "@id": "https://github.com/MICHAEL-L0RENZ#person",
+    "name": "Michael Lorenz",
+    "alternateName": "Michael Lorenz AI",
+    "honorificSuffix": ["Dipl.-Ing.", "M.Sc."],
+    "jobTitle": "AI Engineer, Cognitive Technologist & Strategic Innovator",
+    "image": "https://avatars.githubusercontent.com/u/188086008",
+    "url": "https://github.com/MICHAEL-L0RENZ",
+    "description": "Michael Lorenz, M.Sc. Energy & Environment Technology (KIT), is an AI Engineer and Cognitive Technologist based in Karlsruhe, Germany. With over a decade of expertise in computational engineering and digital transformation, his focus areas include AI-powered Digital Twins, Battery Testing & Simulation, Cloud Computing (GCP, Azure, AWS), Generative AI, and sustainable system innovation. Passionate about leveraging technology for societal benefit, fostering sustainable practices, continuous learning, and exploring the intersection of technology, cognitive science, and societal development, he demonstrates resilience and creative problem-solving in dynamic environments.",
+    "nationality": {
+      "@type": "Country",
+      "name": "Germany"
+    },
+    "homeLocation": {
+      "@type": "Place",
+      "name": "Karlsruhe, Germany"
+    },
+    "alumniOf": {
+      "@type": "CollegeOrUniversity",
+      "name": "Karlsruhe Institute of Technology (KIT)",
+      "sameAs": "https://www.kit.edu"
+    },
+    "worksFor": {
+      "@type": "Role",
+      "roleName": "Head of Engineering & Artificial Intelligence",
+      "startDate": "2025",
+      "worksFor": {
+        "@type": "Organization",
+        "name": "ML The AI Engineer"
+      }
+    },
+    "award": "Invited participant in the LinkedIn Community Top Voices program",
+    "hasCredential": [
+      { "@type": "EducationalOccupationalCredential", "name": "Cloud Digital Leader Learning Path", "credentialCategory": "Learning Path Completion", "url": "https://www.cloudskillsboost.google/public_profiles/ad995a21-5bb3-4e9a-9a07-f2f22fe4c0fa", "recognizedBy": { "@type": "Organization", "name": "Google Cloud Skills Boost" } },
+      { "@type": "EducationalOccupationalCredential", "name": "Gemini for Google Workspace Learning Path", "credentialCategory": "Learning Path Completion", "url": "https://www.cloudskillsboost.google/public_profiles/ad995a21-5bb3-4e9a-9a07-f2f22fe4c0fa", "recognizedBy": { "@type": "Organization", "name": "Google Cloud Skills Boost" } },
+      { "@type": "EducationalOccupationalCredential", "name": "Beginner: Introduction to Generative AI Learning Path", "credentialCategory": "Learning Path Completion", "url": "https://www.cloudskillsboost.google/public_profiles/ad995a21-5bb3-4e9a-9a07-f2f22fe4c0fa", "recognizedBy": { "@type": "Organization", "name": "Google Cloud Skills Boost" } },
+      { "@type": "EducationalOccupationalCredential", "name": "Google Cloud Next 2024 Learning Path", "credentialCategory": "Learning Path Completion", "url": "https://www.cloudskillsboost.google/public_profiles/ad995a21-5bb3-4e9a-9a07-f2f22fe4c0fa", "recognizedBy": { "@type": "Organization", "name": "Google Cloud Skills Boost" } },
+      { "@type": "EducationalOccupationalCredential", "name": "Comprehensive Collection of AI & Cloud Badges on Google Cloud Skills Boost", "credentialCategory": "Skill Development & Digital Badges", "url": "https://www.cloudskillsboost.google/public_profiles/ad995a21-5bb3-4e9a-9a07-f2f22fe4c0fa", "recognizedBy": { "@type": "Organization", "name": "Google Cloud Skills Boost" } },
+      { "@type": "EducationalOccupationalCredential", "name": "Comprehensive Collection of AI & Cloud Badges on Microsoft Learn", "credentialCategory": "Skill Development & Digital Badges", "url": "https://learn.microsoft.com/de-de/users/artificial-intelligence", "recognizedBy": { "@type": "Organization", "name": "Microsoft Learn" } }
+    ],
+    "knowsLanguage": [
+      { "@type": "Language", "name": "German", "alternateName": "de" },
+      { "@type": "Language", "name": "English", "alternateName": "en" },
+      { "@type": "Language", "name": "Chinese", "description": "Elementary proficiency" }
+    ],
+    "knowsAbout": ["Artificial Intelligence (AI)", "Künstliche Intelligenz (KI)", "Generative AI", "Generative KI", "Large Language Models (LLM)", "Große Sprachmodelle (LLMs)", "Prompt Engineering", "Prompt-Engineering", "Machine Learning (ML)", "Maschinelles Lernen (ML)", "MLOps", "Anthropic Claude", "OpenAI ChatGPT", "Mistral AI", "Meta Llama", "Google Gemini", "Cloud Computing", "Google Cloud Platform (GCP)", "Microsoft Azure", "Amazon Web Services (AWS)", "Vertex AI", "Microsoft Copilot", "Colab", "Cloud Architecture", "Cloud-Architektur", "Battery Testing", "Batterietestung", "Batterietests", "Battery Simulation", "Batteriesimulation", "High-Voltage Storage", "Hochvoltspeicher", "Electric Mobility", "Elektromobilität", "Digital Twin", "Digitaler Zwilling", "Computational Fluid Dynamics (CFD)", "Numerische Strömungssimulation (CFD)", "Numerical Simulation", "Numerische Simulation", "Finite Element Analysis (FEA)", "Finite-Elemente-Methode (FEM)", "Finite-Elemente-Analyse (FEA)", "Multi Body Simulation (MBS)", "Mehrkörpersimulation (MKS)", "Thermodynamics", "Thermodynamik", "Fluid Mechanics", "Strömungsmechanik", "Tribology", "Tribologie", "Python (Programming Language)", "Python (Programmiersprache)", "Java", "Java (Programmiersprache)", "MATLAB", "Simulink", "VBA", "Linux", "ANSYS", "Star-CCM+", "OpenFOAM", "CATIA", "PTC Creo", "Vector CANape", "CANoe", "Data Analytics", "Datenanalyse", "Data Management", "Datenmanagement", "Big Data", "Project Management", "Projektmanagement", "Research and Development (R&D)", "Forschung und Entwicklung (FuE)", "Engineering", "Ingenieurwesen", "Mechanical Engineering", "Maschinenbau", "Electrical Engineering", "Elektrotechnik", "Computer Science", "Informatik", "Digital Transformation", "Digitale Transformation", "Sustainable Technology", "Nachhaltige Technologien", "Green Tech", "Umwelttechnologien", "Systems Thinking", "Systemdenken", "Cognitive Systems", "Kognitive Systeme", "High Performance Computing (HPC)", "Hochleistungsrechnen (HPC)", "Cluster Computing", "Cluster-Computing", "Computer-Aided Engineering (CAE)", "Rechnergestützte Entwicklung", "Computer-Aided Design (CAD)", "Rechnergestütztes Konstruieren", "Growth Mindset", "Wachstumsorientierung", "Entrepreneurial Thinking", "Unternehmerisches Denken", "Lifelong Learning", "Lebenslanges Lernen", "Antifragility Concepts", "Antifragilitätskonzepte", "Content Creation", "Content-Erstellung", "Inhaltserstellung", "Digital Content Strategy", "Digitale Content-Strategie", "Social Media Marketing", "Search Engine Optimization (SEO)", "Suchmaschinenoptimierung (SEO)", "Digital Identity Management", "Digitales Identitätsmanagement", "Online Presence Management", "Online-Präsenz-Management", "Personal Knowledge Management", "Persönliches Wissensmanagement", "Technical Writing", "Technische Redaktion", "Technisches Schreiben", "Personal Branding", "Personenmarkenbildung", "Cross-Disciplinary Synthesis", "Interdisziplinäre Synthese", "Future Studies", "Zukunftsforschung", "Technology Foresight", "Technologiefrüherkennung", "Technologische Vorausschau", "AI Ethics", "KI-Ethik", "Large Language Model Optimization", "LLMO", "Generative Artificial Intelligence Optimization", "GAIO", "Artificial Intelligence Optimization", "AIO", "Answer Engine Optimization", "AEO", "Generative Engine Optimization", "AEO", "Responsible AI", "Verantwortungsvolle KI (Responsible AI)", "DevOps", "Site Reliability Engineering (SRE)"],
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+  },
+  {
+    "@context": "https://schema.org",
+    "@type": "Event",
+    "name": "Innovators Homecoming 2025", "startDate": "2025-01-30T13:00:00+01:00", "endDate": "2025-01-30T22:00:00+01:00", "eventStatus": "https://schema.org/EventCompleted", "eventAttendanceMode": "https://schema.org/OfflineEventAttendanceMode", "url": "https://kit-gruenderschmiede.de/event/innovators-homecoming-2025/", "description": "A major networking event by the KIT-Gründerschmiede, connecting founders, startups, investors, and industry leaders. The program featured keynotes and panels on entrepreneurship, deep tech, and the future of energy and mobility.", "keywords": "Innovation, Startups, Entrepreneurship, Technology, Venture Capital, Networking, KIT, Energy, Mobility, Deep Tech", "image": "https://kit-gruenderschmiede.de/content/uploads/2024/10/KIH_2025.png",
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