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• Training and quality evaluation of AI systems based on content and specialist data
• Measurably improved model accuracy and answer consistency; reduced misclassifications

• Consulting on quality management and operational quality assurance (software testing)
• Creating binding templates for quality-related documents based on DIN EN ISO 9000 ff. and NATO AQAP standards
• Advising on document control and approval processes
• Reviewing and approving project-related documents
• Proofreading English-language white papers in basic research
• Implementing corporate design/identity guidelines
• Supporting audits

As the only large integrated energy company in Germany, EnBW covers the entire value chain - from energy production through distribution to customers. It expands its renewable energy sources, advocates for a socially responsible coal exit, and drives key technologies like green hydrogen. A rapid energy transition and achieving climate neutrality by 2035 are priorities for EnBW.  Developed and implemented a holistic process view covering both technical and organizational aspects  Ensured end-to-end control of all IAM-related technical services  Established clear responsibilities and accountabilities within the IAM landscape  Collaborated with different departments to identify and optimize a holistic architecture and act as Single Point of Contact (SPoC) for Information Security  Introduced and monitored governance policies to ensure compliance and security  Continuously improved IAM processes and systems through regular audits and evaluations  Participated in external audits of the process as part of official ISO audits  Further developed the policy for setting administrative requirements and procedures and aligned it with administrative units  Conceptually advanced the KPI system to measure process quality

• Quality assurance / management
• Process optimization (laboratory processes, QM/QS processes, etc.)
• Revision and adaptation of existing systems (e.g. document management, equipment management) to ensure compliance with new regulatory requirements
• Implementation/optimization of deviation and/or change control management processes
• GLP and GMP support
• Interim Quality Manager
• QA management
• Audits and inspections
• Conducting internal audits / self-inspections (GLP, GMP)
• Organization, preparation, coordination and support of regulatory inspections including creation of action plans if needed
• Creation and revision of controlled documents (SOPs, qualification documents, manufacturing instructions, checklists, forms, etc.)
• Content review of existing controlled documents for compliance, structure/format and consistency
• "Streamlining" of document management systems
• Basic training (GLP, GMP)
• Refresher training (GLP, GMP)
• Equipment qualifications
• Other topics on request

Development of a comprehensive web SEO tool from scratch. Product Owner, Vibe Developer, Tester

SEO, SEA, GEO, integrations: OpenAI, Google Search Console, PageSpeed API, Google Insight API, Google My Business, SerpAPI, payment provider API.

Claude Code, GIT, GitHub, PHP, MySQL, Alpine.js

• Poliks – State Police System for information, communication, and case management and other state variants (ViVa, Bravo, customs)
• Developed a test framework for test automation to replace an existing proprietary test client for new developments, focusing on easy maintenance and simple extensibility for new technologies
• Designed the architecture
• Implemented the architecture
• Created a proof of concept by migrating existing test cases into the new test framework
• Platform: C#, .NET, Jira, XRay, Confluence, Playwright, Selenium, UI Automation, Appium, HTML, Git, VMWare, Windows 11, Linux

• Worked with Sanofi Aventis Frankfurt/Höchst site on manufacturing of large molecules, improving QMS processes and quality optimization projects for operations
• Led a cleaning development and validation project under CFR 21/EU GMP Regulation at MSD Vet Pharma Friesoythe GmbH site for veterinary medicinal products
• Served as expert for CSV, process validation and equipment qualification system validation projects at Roche Diagnostics Deutschland GmbH Mannheim site
• Provided GMP consulting to a small IT company for development of a cloud-based documentation management system for large molecules in the pharmaceutical industry
• Provided GMP consulting to a large IT company for development of software for continued process verification of solid and liquid sterile products

• Consulting and development of customized test strategies, quality concepts, and quality governance frameworks
• Advising on the use of artificial intelligence with a focus on AI-driven test strategies (test design, tools, automation)
• Testing AI systems and AI-powered solutions (e.g., guardrails, nondeterministic behavior, ethical and adversarial scenarios)
• Consulting and development of AI governance and compliance guidelines
• Analysis, design, and optimization of test processes
• Planning and conducting quality audits
• Preparation and facilitation of quality workshops
• Test management for digital ecosystems
• Quality management: business and process analysis
• Change, transition, and project management
• Identification and provision of suitable specialist resources
• Training seminars and courses for quality and test managers, product owners, and project managers on effective QA strategies and methods
• Professional mentoring and consulting for leaders in quality-focused management roles
• Teaching test fundamentals, design, and methods to IT professionals or career changers

• Problem solving all related quality issues and establishment/preparing PPAPs for Volta Trucks Ltd.
• Engaged for remanufacturing JLR automatic transmissions PPAPs for ZF Automotive.

• Conduct structured evaluation of LLM outputs using Content Review Standards (CRS) and AI safety frameworks.
• Assess responses across high-risk domains including violence and criminal facilitation.
• Assess responses across high-risk domains including hate speech and harassment.
• Assess responses across high-risk domains including suicide and self-harm.
• Assess responses across high-risk domains including regulated advice (medical, legal, financial).
• Assess responses across high-risk domains including misinformation and fabricated claims.
• Assess responses across high-risk domains including defamation and intellectual property.
• Assess responses across high-risk domains including child safety and sexual exploitation.
• Assess responses across high-risk domains including political and sensitive content.
• Apply youth-protection and age-appropriateness guidelines to prevent unsafe facilitation or restricted substance guidance.
• Classify prompts as adversarial, borderline, or benign based on contextual intent and risk analysis.
• Evaluate model behavior types including correct refusal, partial refusal, over-refusal, under-refusal, improper compliance, and ignorance-based outputs.
• Identify policy misapplications and user-intent misinterpretation patterns.
• Designed structured adversarial and borderline multi-turn conversation flows to stress-test AI boundary enforcement and reasoning stability.
• Identified failure modes including hallucination, unsafe compliance, excessive refusal, contextual drift, and inconsistent safety logic.
• Applied a structured four-dimension evaluation rubric covering accuracy & safety, relevance & completeness, clarity & structure, and tone & appropriateness.
• Provided structured feedback supporting supervised fine-tuning and reinforcement learning from human feedback processes.
• Rewrote unsafe or misaligned outputs into compliant, accurate, and helpful responses.
• Performed Persian ↔ English translation and translation validation of AI-generated content.
• Assessed semantic accuracy, contextual consistency, and safety alignment across languages.
• Identified mistranslations, cultural nuance issues, and cross-lingual policy inconsistencies.
• Recognized with the Above & Beyond Award – Q3 2025 for exceeding quality standards and embracing innovation.

• Consulting on effort estimation for VDA ISA / TISAX certification
• Conducting a 2-day workshop including preparation and follow-up
• Skills: TISAX 5.1, ISO 27001:2022, auditing, information security, consulting, facilitation, presentation

• Customer Quality: revitalization of complaint management (8D, FMEA/PLP) until de-escalation at individual OEMs in the first quarter
• Lean Management: development and implementation of corrective actions in the affected production lines or departments
• Consulting (QMB and Executives): briefing, interpretation and preparation of the entire organization on relevant and current requirements for the successful certification audit

• Built Hub Europe Operations Training Concept (OTC) to meet growth and expansion projects for upcoming 5 years in Power Transformers, Distribution, Insulation and Components.
• Built up Operations Training Centre in Ludvika, Sweden to develop manufacturing skills, reduce production lead, drive manufacturing qualification processes, continuous improvement, testing requirement, HSE and production standards.
• Developed Operations Competency Framework driven by production Onboarding (12-month), shadowing & reverse shadowing, full capacity, coaching and knowledge transfer.
• Constructed Power Distribution and Traction Training Centre in Lodz, Poland with focus on DTR technical capability to meet growth plans and comply with manufacturing qualifications.
• Built the operations training team setup including training project managers and trainers within 18 factories in Europe, led the change management through implementation and readiness framework, localisation and adaptation plans, knowledge transfer programmes.
• Developed the On-Job-Training process and OJT Trainer capability through technical train-the-trainer (TTT) qualification programmes.
• Designed Hub operations training strategy and Integrated Transformer Management (ITM – Kaizen Way), Coaching and Facilitation Framework to enhance performance in key manufacturing parameters such as Safety, Quality, Delivery, Inventory, and Cost (SQDIC).
• Developed a large-scale manufacturing certification and qualification processes, deployed competency maps and matrices for more 50 production areas on POKA knowledge management and LMS, implemented the quality review process to meet the qualification standards.

• Conducted GCP/GLP audits, compiled quality metrics, supported inspection and documentation for regulatory submissions
• Collaborated with clinical, technical, regulatory, study execution, and management teams
• Reviewed systems and processes in preparation for EU and global regulatory filings
• Edited quality and regulatory documents for internal and external review