Martin Hatting
Petersen
|
Specializing in Agentic AI Systems, LLMOps, and Multimodal AI
Building intelligent solutions at the intersection of research and production
Research & Interests
Exploring the frontiers of AI and machine learning with focus on practical applications and responsible development
Agentic Systems & Multi-Step Reasoning
Developing autonomous AI agents capable of complex reasoning, planning, and execution using LLMs and orchestration frameworks.
Prompt Engineering & Fine-Tuning
Optimizing LLM performance through advanced prompting techniques, few-shot learning, and model fine-tuning strategies.
AI Safety & Interpretability
Ensuring reliable and trustworthy AI systems through safety research, model interpretability, and responsible AI practices.
Large-Scale NLP & Deep Learning
Expertise in transformers, vision-language models (VLMs), and state-of-the-art architectures for multimodal AI applications.
Data Orchestration & MLOps
Building scalable data pipelines and ML infrastructure for production-grade AI systems with robust monitoring.
LLMOps & Production AI
Deploying and maintaining LLM applications with focus on observability, evaluation, and continuous improvement.
Professional Experience
Building production AI systems and scalable ML infrastructure
Senior Data Scientist
Kuatro Group
- ▹Agentic LLM Development: Built AI-driven solutions using LangChain and LangGraph for documentation review and quality checks
- ▹Multimodal & VLM Integrations: Deployed visual language models for image-to-structure conversions; implemented object detection & depth estimation for real-time tracking
- ▹LLMOps & Infrastructure: Led MLOps initiatives with Langfuse for model tracing and automated evaluations; large-scale data transformations with Polars on GCP & Azure
- ▹End-to-End Delivery: Primary developer of two production applications, ensuring robust and scalable AI solutions
Senior Data Specialist
Netcompany
- ▹Chatbot & NLP Projects: Led development of LangChain/HuggingFace Optimum chatbot for multilingual data extraction
- ▹Prompt Engineering & Model Management: Oversaw backend infrastructure and containerized microservices for large-scale text processing (Python, SpaCy, Transformers)
- ▹Multilingual Document Processing: Built comprehensive solutions for scanning letters in multiple European languages with text segmentation and semantic search
- ▹Technical Leadership: Architected scalable ETL pipelines using SSIS, SQL, C#, PowerShell, and PowerBI
Software Developer
Novozymes
- ▹Internal Tooling & Websites: Developed PHP/JavaScript applications for sample tracking and laboratory maintenance workflows
- ▹Automation & Integration: Built automated workflows with Python for R&D operations
- ▹Full-Stack Development: Created end-to-end solutions for scientific data management and visualization
Skills & Technologies
Comprehensive toolkit for building production-grade AI systems
LLM & AI Frameworks
Machine Learning & Deep Learning
Programming Languages
Data & Analytics
Cloud & Infrastructure
Web Development
Loading projects...
Open Source Contributions
Langfuse
LLM observability and tracing improvements
PR #786
LangChain
Bug fixes and performance optimizations
PRs #24254, #8754
MLflow
Documentation updates and bug fixes
PR #8791
Education
Strong academic foundation in mathematics and machine learning
M.Sc.Eng in Mathematical Modelling and Computing
Key Areas:
- ▹Advanced Deep Learning & Transformers
- ▹Generative Models (VAEs, GANs)
- ▹Multilingual NLP & Question Answering
- ▹Thesis on Advanced Machine Learning Applications
B.Sc.Eng in Mathematics and Technology
Key Areas:
- ▹Foundations of Machine Learning
- ▹Statistical Methods & Data Analysis
- ▹Algorithm Design & Optimization
- ▹Mathematical Modeling
Blog & Articles
Technical writing and insights on AI & ML
Coming Soon!
I'm currently working on creating technical content about:
Agentic AI Systems
Building production-ready autonomous agents
LLMOps Best Practices
Deploying and monitoring LLM applications
Multimodal AI
Working with vision-language models
Prompt Engineering
Advanced techniques for LLM optimization
Stay tuned for technical deep-dives and practical guides!
Get In Touch
Interested in collaborating on AI projects, discussing research ideas, or exploring opportunities? I'd love to hear from you!
petersen2630@gmail.com
Location
Copenhagen, Denmark
Connect With Me
Looking for a passionate AI engineer to join your team or collaborate on cutting-edge projects?
Send Me an Email© 2025 Martin Hatting Petersen. Built with Next.js & Tailwind CSS.
Designed with ❤️ for the AI community