Technical Consultant in Germany

Digitalization of real-world locations using 3D/LiDAR scans to make spatial data usable for AI applications and derive concrete use cases and prototypes from it.

• Digital capture of real-world locations as a basis for faster planning and analysis
• Browser-based access to 3D data for easier use and coordination
• Conversion of spatial data into concrete use cases, prototypes and AI training scenarios
• Planning basis for urban development and other digital applications of the future

Keywords: LiDAR, 3D scan, AI, use cases, AI training, prototyping, Python, web development, data models, architecture

• Shipped Recare Voice Desktop from 0 to 1 in two months, including multi-language clinical documentation that auto-transcribes into structured German medical notes.
• Reduced LLM inference costs by 60–70% across Docs and Extract through prompt caching architecture.
• Built the AI workbench used by PMs/engineers for prompt experimentation and the Langfuse eval stack (10k+ traces evaluated).

• Designed an open clinical framework for digitalization in pharma and clinical software development.
• Developed a minimum viable product (MVP) for the framework, applying agile methodologies and rapid prototyping best practices while ensuring GxP validation and HIPAA compliance.

Independent practice | IT consulting & AI infrastructure

• Self-employed with a focus on agentic AI and IT transformation
• Design and operation of a self-hosted multi-agent AI infrastructure (20+ agents)
• Consulting on digital strategy and taking on interim leadership mandates for organizations in transition

• Joined the initial development team and helped transform an n8n prototype into a production-ready 0-to-1 product in a fast-paced environment.
• Owned delivery across CRM and Twilio integrations, customer communication workflows, and administrative interfaces.
• Collaborated on AI evaluation, microservice architecture, and other cross-functional product and engineering topics.
• Supported the CEO across VC communications, customer acquisition, product positioning, onboarding, documentation, pricing, and sales.

• As-is assessment of the current network infrastructure and its documentation, including on-site inspections
• Independent planning of new distribution and main distribution rooms in the individual district offices (components used, rack layout, connectivity), considering the BSI IT-Grundschutz and InfoSic requirements
• Planning of new copper and fiber optic cabling, including patch panels
• Coordination with building services engineering (TGA) to ensure compliance with relevant on-site requirements
• Development of detailed execution plans and high-level concepts for the rollout of the new infrastructure
• Additional support after the components go live (hypercare phase)
• Regular communication with project management and client stakeholders

• Engaged by MILLA Group (autonomous shuttle manufacturer) to integrate and harden a safety-critical AD stack toward production: audited the architecture across perception, HD mapping, and positioning, and delivered a gap analysis with remediation roadmap.
• Lead root-cause analysis of sensor failures across a deployed shuttle fleet; shipped remediation in a versioned AD release and drove vehicle-level field validation at multiple operational sites.
• Design and implement interfaces between perception, localization, and vehicle systems in C++; identify integration risks and drive resolution of cross-subsystem technical issues across the AD stack.
• Standardized the client's software development lifecycle by introducing Agile workflows and CI/CD pipelines, shortening integration and validation cycles.

• Innovation/pilot project eHealth Germany
• SaaS company in the media sector, NRW
• Secure software development lifecycle, NRW
• BSI IT baseline protection assessments for multiple clinics

• Engaged business stakeholder to define levels 1, 2 3 & 4 processes.
• Engaged stakeholders to model the As-IS & To-Be business processes in Seeds Processing, Quality Management onto SAP Signavio.
• Identified and highlighted integration points between plant-to-Stock processes and other process areas such as finance and controlling.
• Documented business requirements as user Stories in Jira and categorized each user story as either Gap or Fit.
• Configured and demonstrated Variant Configuration in SAP PP to process owners and stakeholders as proposed solution to satisfy business requirements.
• Proposed workarounds or enhancements to meet requirements that are categorized as gaps.
• Planned the Sprints for Plan-to-Stock, assign and monitor the progress being made in completing user Stories for the active Sprint.
• Created the following PP Variant Configuration master data: Class of Class type 300, Configurable material of material type KMAT, Material variants of material type FERT & assigned the KMAT material to each FERT Material Variant, Super BOM & linked the Super BOM of the configurable material to FERT material variants, Routing and Production version for KMAT material.
• Reviewed list of custom reports currently in use in ECC and identified S4Hana standard analytical reports that satisfies these custom reporting requirements.

Manufacturer of medical devices

• Creation and further development of quality management systems according to EN ISO 13485
• Gap analysis of existing quality management systems according to ISO 13485
• Consulting and support in customer projects in the field of quality management and
• Proof of regulatory compliance for medical devices of all risk classes
• Preparation of technical documentation according to MDR
• Gap analysis of the risk management file according to ISO 14971:2019

Conceptual design and implementation of a modular customer portal based on Laravel.

The focus was on defining a maintainable system architecture with broad use of Domain-Driven Design principles (within the Laravel architecture), introducing automated quality assurance processes (test strategy, CI integration), and preparing an auditable operation (logging, traceability of changes) in an AWS-based infrastructure, taking IT security standards according to NIST and process requirements according to ISO 9001 into account.

Achievements:

• Analysis and structuring of business requirements in close coordination with stakeholders
• Documentation of the system architecture and infrastructure incl. change and release management
• Design and implementation of an interface for integrating SAP systems
• Planning and implementation of automated tests for quality assurance
• Implementation of security and compliance requirements, including SBOM generation, software license management, and QA processes
• Technical consulting and support for the internal IT team
• Introduction and establishment of AI-supported development processes (Spec-Driven Development), including AI-readable specifications, integration of AI instructions into the development environment, and training developers for productive use

Technologies and tools: SAP, Docker, ddev, PHP 8.4, Laravel, Filament, C4 Model, Architecture Decision Records (ADR), Mermaid, PlantUML, Spec-Driven Development, Claude, GitHub Copilot, Codex

• Delivered ML pipelines for OCR, semantic search, and computer vision
• Integrated Azure AI Agents and GPT workflows for automation and QA
• Deployed cloud-based FastAPI services with scalable architecture
• Created integration docs and advised on LLM production readiness

Evaluate high-impact manuscripts for scientific rigor, methodology, and clarity. Provide constructive, detailed feedback to international research teams on environmental sustainability and agro-ecology.

Consulting and prototype work on AI voice and multilingual agent systems, using AI-assisted delivery across realtime translation prototypes, call-centre automation, and voice-to-voice consultation workflows.

• Built and advised on AI voice / agentic conversation prototypes, including realtime translation and consumer-facing consultation experiences.
• Worked across call-centre automation, voice UX, product architecture, implementation tradeoffs, and prototype development.