Data Science Internship: Industrialize Robust Design AI agent
Skills
About the role
Introduction
As an intern, you are part of the Robust Design / Reliability Department. This internship is intended to reduce the effort required for data extraction and summarization, while enabling engineers to make faster and more informed reliability-critical decisions. This assignment aims to develop an agent-based retrieval-augmented generation (RAG) framework for enterprise knowledge access, capable of operating across multiple SQL tables, relational data structures, and a knowledge graph. Through dynamic agent-based decision-making, the system can identify the most relevant source, determine the optimal retrieval sequence, and combine structured and graph-based context to generate grounded, explainable, and context-aware responses.
Your assignment
During this internship, you will explore advanced retrieval and reasoning techniques for enterprise knowledge systems. You will investigate how intelligent agents can retrieve information from multiple structured data sources and knowledge graphs while improving answer quality and reducing hallucinations. The outcome of this assignment will support the development of scalable and robust AI solutions for industrial use. Your main responsibilities will be:
Investigate retrieval and reasoning methods across multiple relational data sources and knowledge graphs
Evaluate different approaches for intelligent source selection and retrieval planning
Measure retrieval efficiency, answer quality, and hallucination reduction using defined evaluation methods
Design, develop, and improve a scalable agent-based retrieval-augmented generation architecture
Validate the robustness and industrial applicability of proposed solutions
Document findings, experiments, and implementation details in a reproducible manner
Deliver a well-structured code repository and supporting technical documentation
This is a final-year bachelor or master internship for a minimum of 5 months, minimum 4 days per week (3 days on-site). The start date of this internship is as of February 2026, although an earlier start date is possible.
Your profile
To be suitable for the internship, you :
Are pursuing a bachelor's (final year) or master’s degree in computer science, artificial intelligence, data science, software engineering, or a related field
Have experience with Python and SQL programming
Have knowledge of machine learning, large language models, information retrieval, or knowledge-based systems
Are analytical and able to translate research questions into practical solutions
Are proactive and comfortable working independently while collaborating with stakeholders
Have experience with software development and scientific experimentation
As an intern, you will gain hands-on experience at the intersection of AI research and industrial application. You will work in a collaborative environment where innovation, learning, and continuous improvement are encouraged.
This position requires access to controlled technology, as defined in the United States Export Administration Regulations (15 C.F.R. § 730, et seq.). Qualified candidates must be legally authorized to access such controlled technology prior to beginning work. Business demands may require ASML to proceed with candidates who are immediately eligible to access controlled technology.
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