Maximilian Kretzschmar
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Scientific researcher and PhD candidate architecting AI systems that automate engineering workflows. Manage multiple projects across institutions including system design through to user adoption. Passionate about cutting edge technology and a continuous learner across domains. Seeking to direct technical depth and systems thinking toward maximising impact.
skills (select a skill to filter)
experience
PhD Candidate — Applied AI
2023–presentMAN Truck & Bus SE
- Architecting AMPLIFY, a multi-agent system orchestrating 7 specialised agents with 40+ tools automating FE simulation workflows in a human-in-the-loop system for ~50 engineers across Germany and India; MAN IT Innovation Award finalist, projected to save ~10% of engineering hours across key simulation workflows
- Built React/TypeScript frontend for real-time agent monitoring with execution graphs, 3D visualisation, human feedback and test & evaluation tooling; validated with 7 domain experts using a 23-item assessment framework co-developed with University of Bayreuth
- Developed Ansys DPF tool integration layer as part of the modular multi-agent framework, connecting simulation data via gRPC across 3 analysis domains for production vehicle models
- Deployed on AWS (EC2, Bedrock, S3, Cognito) with ~€15,000 infrastructure budget, enabling scalable execution of workflows and reducing manual intervention in engineering analysis pipelines
- Leading €320,000, 3-year industry research project as sole researcher managing stakeholders, aligning academic goals with MAN's AI development roadmap including project scoping, legal coordination, budget management, delegation of research activities
- Leading the cross-disciplinary development curriculum for 30+ PhD candidates organising multi-day workshops
- Managed end-to-end recruitment, screened 70+ candidates for student research positions, supervised several master's students across 6-month placements
Research Scientist — Applied AI
2023–presentDresden University of Technology
- Researching hybrid AI systems that combine LLMs with structured and unstructured knowledge representations to automate product development processes
- Designing and evaluating multi-agent architectures with RAG pipelines and knowledge graph construction for engineering data retrieval
- Establishing and managing research partnerships with academic and industry partners, including project scoping, legal coordination, finances and delegation of research activities
- Authored and presented 9 peer-reviewed papers at international journals & conferences (Cambridge University Press, IEEE, Elsevier)
- Coordinating 8-person team delivering coursework to ~250 students/semester
- Teaching tutorials for groups of 30 students and supervising several bachelor's and master's theses
Intern — Optimisation of High-Volume Production Lines
2022Bosch
- Implemented the Bosch Center for AI's Anomaly Detection Engine across 9 fully automated drilling laser lines producing ~26,000 parts per day/€9.5M annual production value; identified systematic quality anomaly causing redundant testing, enabling rapid correction of throughput losses
- Built Python tooling (pandas, NumPy, seaborn) for automated preparation, analysis, and visualisation of machine and CMM data across daily production cycles
- Planned, led and moderated a factory layout workshop with a 15-person cross-functional team affecting 25+ workers in manufacturing, driving process improvements using lean production methods such as one-piece-flow
- Independently identified a recurring assembly process inefficiency, prototyped a 3D-printed solution, documented for replication; adopted as standard across plants in 3 countries (Germany, US, Turkey)
Working Student — Product Design & Development
2021–2022Fraunhofer IWS
- Designed, developed, and integrated hardware for hyperspectral imaging systems, including the institute's smallest-ever diffuser component, from concept to manufacturing-ready documents, coordinating 3 teams
SPEZ GmbH
Quality Manager
2019–2020- Owned the Quality Management System end-to-end: compliance monitoring, ensuring conformance to customer and internal regulations
- Developed employee training schemes and introduced quality protocols for large orders
- Managed customer complaint resolution translating requirements into effective processes
Key Client Manager
2018–2019- Managed order fulfilment for key clients, optimising cutting plans, tenders and ensuring smooth processing of large recurring orders in production
- Delivered employee training on cutting operations and quality consciousness to improve production consistency
Working Student
2018- Operated CNC waterjet and laser beam systems, prepared and executed cutting orders, and tender calculation
education
PhD — Applied AI
2023–presentDresden University of Technology, Germany
Diploma Mechanical Engineering (M.Sc. equivalent)
2017–2023Dresden University of Technology, Germany
1,5 · First Class Honours
European Baccalaureate
2003–2016European School Culham, United Kingdom
87.21% · 1,3 · AAA
certifications
EA Career Pivot Bootcamp — High-Impact Careers
2026Career Strategy · Impact Assessment · Cause Prioritisation · Theory of Change
Centre for Effective Altruism
Project Management
2026Stakeholder & Environment analysis · Phase Plan & Milestones · Agile Project Management
TUD Graduiertenakademie
Business Administration Fundamentals for Researchers
2026Value Chain · Procurement & Operations · Sales & Marketing · Accounting · Controlling
TUD Graduiertenakademie
Stakeholder Management
2025Stakeholder Analysis · Communication Strategy · Conflict Resolution
CapGemini
SSEDR25 - Summer School on Engineering Design Research
2025Research Methodology · Literature Review · Data Collection & Analysis · Evaluation Methods
The Design Society
Generative AI with Large Language Models
2024AI Lifecycle · Transformers · Fine-Tuning · Scaling Laws · Model Evaluation · Deployment
DeepLearning.AI · Amazon Web Services
CS50x: Introduction to the intellectual enterprises of computer science and the art of programming
2022Algorithms · Data Structures · Software Engineering · C · Python · SQL · JavaScript
Harvard University
Python for Everybody Specialization
2022Data Structures · Web Data · Databases · Data Visualisation
University of Michigan
projects
Personal website & private LLM console
- Built a full-stack portfolio application using Next.js 14, Supabase, and the Vercel AI SDK with production deployment on Vercel
- Developed an authenticated LLM console with multi-provider inference, real-time streaming, and session-based interaction
3-axis CNC plasma cutter
- Designed and built a 3-axis CNC plasma cutting system from scratch -- mechanical design, electrical integration, software, sourcing, and testing -- to launch metalworking business for under £1,000
Object detection with CNNs trained on synthetic data
- Investigated domain gap effects on CNN models using synthetic data for object detection of real machine components via custom Blender pipeline & trained YOLOv7 model
volunteering
Circle Pioneer
2026–presentThe School for Moral Ambition
- Founded international Moral Ambition Circle recruiting 6 professionals across 5 countries spanning AI research, digital policy, and management to explore pathways to greater positive impact
- Facilitating the 8-month peer-led programme where members develop personal Theories of Change connecting their skills to measurable impact on pressing global challenges
Sports Coach
2015–2016Kait-Bu-Rin Muay Thai
- Volunteer martial arts instructor for groups of children and teens
Volunteer
2013Kuzuko Foundation South Africa
- Converted a disused barn into an environmental education centre and organised fundraising events to support the initiative
publications
Designing and Validating Affordant Interfaces for Hybrid Intelligence Systems
2026Human-AI Interaction · Affordance Theory · Transparency Evaluation Concept
International Symposium on Hybrid Intelligence in Product and Production Engineering
Knowledge Graphs · Schema Creation · Neo4j
Digital Chemical Engineering
Knowledge Graphs · Agentic Schema Creation · Neo4j
Advances in Artificial Intelligence & Machine Learning (AAIML 2026)
Compound LLM Systems · Industry Case Study · Systems Design Patterns
Elsevier
Industry Survey · Literature Review · Responsibility Model
Cambridge University Press
MAS Development Framework · Workflow Automation · Product Development
IEEE
Systematic Literature Review · Cross-Domain Analysis
The Design Society
Capability-Challenge Matrix
TU Dresden
Synthetic Data Generation · CAD-to-training Pipeline · Domain Randomization
Cambridge University Press