Maximilian Kretzschmar
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Applied AI 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
2023–2026MAN Truck & Bus SE
- Independently designed and built AMPLIFY, a human-in-the-loop multi-agent system with 7 specialised agents and 40+ tools that automates finite-element simulation tasks for ~50 engineers across Germany and India; MAN IT Innovation Award finalist, projected to save ~10% of engineering hours across key simulation workflows
- Built a React/TypeScript interface for real-time agent monitoring with execution graphs, 3D visualisation, human feedback and test & evaluation tooling; validated the system with 7 domain experts using a 23-item assessment framework co-developed with the University of Bayreuth
- Integrated simulation data from production vehicle models via Ansys DPF and gRPC across 3 analysis domains, developing the tool integration layer of the modular multi-agent framework
- Deployed the system on AWS (EC2, Bedrock, S3, Cognito) with a ~€15,000 infrastructure budget, enabling scalable execution of workflows and reducing manual intervention in engineering analysis pipelines
- Defined the use case and roadmap for AMPLIFY and led the three-year, €320,000 industry research project as sole researcher, managing stakeholders and aligning academic goals with MAN's AI development strategy, including project scoping, legal coordination, budget management and delegation of research activities
- Led the cross-disciplinary development curriculum for 30+ PhD candidates, including 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
2023–2026Dresden University of Technology
- Researched hybrid AI systems that combine LLMs with structured and unstructured knowledge representations to automate product development processes
- Designed and evaluated multi-agent architectures with RAG pipelines and knowledge graph construction for engineering data retrieval
- Established and managed 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)
- Coordinated an 8-person teaching team delivering coursework to ~250 students per semester
- Taught tutorials for groups of 30 students and supervised several bachelor's and master's theses
Intern — Optimisation of High-Volume Production Lines
2022Robert Bosch GmbH
- Implemented the Bosch Center for AI's anomaly detection engine across 9 fully automated laser-drilling lines (~26,000 parts per day, €9.5M annual production value); identified a systematic quality anomaly causing redundant testing, enabling rapid correction of throughput losses
- Built Python tooling (pandas, NumPy, seaborn) to automate the preparation, analysis and visualisation of machine and CMM quality measurement data across daily production cycles
- Planned, led and moderated a factory layout workshop with a 15-person cross-functional team, applying lean methods such as one-piece flow to improve processes affecting 25+ manufacturing workers
- Independently identified a recurring assembly inefficiency and developed a 3D-printed solution, which was documented for replication and adopted as standard across plants in Germany, the US and Turkey
Working Student — Product Design & Development
2021–2022Fraunhofer IWS
- Designed, developed and integrated hardware components for hyperspectral imaging systems, including the institute's smallest-ever diffuser component, from concept to manufacturing-ready technical documentation; coordinated 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
Thesis submitted · defence scheduled for Feb 2027
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
Leadership
2026Leadership Styles · Leadership Values · Communication · Team Development
TU Dresden Graduate Academy
Project Management
2026Stakeholder & Environment analysis · Phase Plan & Milestones · Agile Project Management
TU Dresden Graduate Academy
Business Administration Fundamentals for Researchers
2026Value Chain · Procurement & Operations · Sales & Marketing · Accounting · Controlling
TU Dresden Graduate Academy
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 bringing multiple LLM providers into one interface for model evaluation and comparison, with real-time streaming and session-based interaction
3-axis CNC plasma cutter
- Designed and built a three-axis CNC plasma cutter from scratch for under £1,000 to launch a small metalworking business, covering mechanical design, electronics, software, sourcing and testing; published open-source build documentation
Object detection with CNNs trained on synthetic data
- Built a Blender pipeline that generates automatically labelled training images to investigate domain gap effects on CNN object detection of real machine components; a YOLOv7 model trained on just 500 synthetic images achieved 71.21% mAP@0.5 on real-world detection across 8 component classes, with no manually labelled training data
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
Human-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 · Elsevier
Knowledge Graphs · Agentic Schema Creation · Neo4j
Advances in Artificial Intelligence & Machine Learning (AAIML 2026) · IEEE
Compound LLM Systems · Industry Case Study · Systems Design Patterns
Procedia CIRP · Elsevier
Industry Survey · Literature Review · Responsibility Model
Proceedings of the Design Society · Cambridge University Press
MAS Development Framework · Workflow Automation · Product Development
ICISC · IEEE
Systematic Literature Review · Cross-Domain Analysis
NordDesign · The Design Society
Capability-Challenge Matrix
Entwerfen Entwickeln Erleben (EEE) · TU Dresden
Synthetic Data Generation · CAD-to-training Pipeline · Domain Randomization
Proceedings of the Design Society · Cambridge University Press