2026 - today: Multi-Platform Data Collection & Excel Automation

Tasks:

• Built and iteratively refined a browser-automation workflow to collect project data from multiple platforms and prepare structured datasets for analysis.
• Combined automated data collection with structured, human-reviewed AI screening to assess opportunity fit, identify missing information, and produce Excel-ready shortlists.

AI-Assisted Development Controller - Command-Line Workflows

• Designed and iteratively developed a development-controller prototype incorporating riskbased approval handling, persistent audit records, and Git-based checkpoints.
• Refined controller behaviour through automated tests and staged readiness reviews, with explicit controls for permitted actions and execution prerequisites.

Predictive Maintenance Machine Learning Model ? LightGBM

• Built end-to-end predictive maintenance models in Python, including leakage-safe feature handling and threshold tuning to optimize the precision/recall trade-off.

AI-Assisted Product Opportunity Research - Independent Research Project

• Developed and applied structured research workflows to identify user pain points, compare competing apps and cross-platform availability, and assess monetisation options, technical feasibility, and evidence gaps.

Slack AI Work Assistant

• Developed a Slack AI assistant for work-item management and semantic retrieval of relevant previous and ongoing work.
• Automated index synchronisation and daily briefings, with duplicate prevention and end-toend verification.

Feedforward Neural Network Experiments

• Designed experiments to analyze model behavior, implement reproducible training, and enhance systematic evaluation methods.

Multi-Model AI Agent System - ControlFlow

• Developed a coordinated workflow prototype for automated, multi-model AI-assisted tasks; aimed at orchestration of complex engineering workflows.

Scroll-Animated Website

• Built a website with scroll-controlled visual sequences.
• Integrated motion assets with page content and transitions.

AI-Generated Commercial Video Clips

• Created AI-generated commercial video clips for services and products, with a focus on rapid creative iteration, visual concept development, and efficient production of different advertising formats.

AI Workflow for 3D Product Modeling

• Built and implemented an AI-assisted workflow for 3D product modeling for e-commerce applications in Shopify and WooCommerce, with a focus on scalable digital product presentation and efficient content creation.

Email Data Extraction & Dashboard

• Automated information extraction from daily emails into structured Google Sheets data.
• Processed data using formulas and filters and presented results in a dashboard.

Skills:

Python, Playwright, Excel, TSV, JSON, LLM CLI, Git, Scikit, Streamlit, Slack, APIs, Vercel, LLM Embeddings, Supabase, n8n, Git, HubPyTorch, SciNet, ngrok, HTML, PHP, Seedance, Kling, Seedance, Hunyuan, Shopify, WooCommerce, Zapier, Airtable, Google Sheets

2011 - 2026: Fluid Mechanics

Role: Simulation Engineer

Customer: Bosch Mahle Turbo Systems GmbH & Co. KG, Stuttgart

Tasks:

• Optimized exhaust gas turbochargers with numerical thermodynamic design for exhaust gas turbochargers, enabling optimized engine performance across passenger cars, commercial vehicles, off-road, and fuel cell applications.
• Developed, maintained, and optimized Python and Excel/VBA automation tools, significantly reducing repetitive analysis time while improving calculation accuracy and reproducibility across projects.
• Conducted comprehensive CFD simulations of compressors and turbines, producing actionable engineering insights that guided design enhancements, reduced iteration cycles, and improved overall component performance and efficiency.
• Collaborated with international customers, translating technical requirements into actionable project solutions.
• Delivered presentations and workshops in German and English, improving team and customer understanding.
• Acted as Document Control Representative, ensuring compliance with ISO quality management standards.
• Mentored junior engineers and promoted cross-functional knowledge sharing to improve team performance.
• Coordinated engine process calculations, supporting successful and timely customer product development programs.
• Integrated AI/ML workflows into engineering processes, enhancing predictive modeling and process efficiency.