**Introduction** At IBM work is more than a job - it’s a calling: To build. To design. To code. To consult. To think along with clients and sell. To make markets. To invent. To collaborate. Not just to do something better, but to attempt things you’ve never thought possible. Are you ready to lead in this new era of technology and solve some of the world’s most challenging problems? If so, let’s talk. **Your role and responsibilities** IBM Research is pioneering technologies that empower AI-agent developers to build smarter, more reliable systems. Our Agent Analytics project focuses on generating actionable insights and recommendations from traces collected during agent execution on benchmarks, test suites, and production environments. By leveraging foundation models, NLP techniques, machine learning, statistical analysis, software engineering, and advanced evaluation methods, we aim to help developers optimize and innovate in this rapidly evolving domain. This is a unique opportunity to work in a cutting-edge and rapidly growing field, shaping the future of intelligent systems. Join us to work on one of the hottest topics in AI and make a real impact on the future of agent development. As a summer intern, you will: * Research & Innovate: Explore novel approaches for analyzing agent behavior and generating insights using LLMs, ML, and statistical techniques. * Develop & Experiment: Implement prototypes, run experiments on agent traces, and validate methods. * Collaborate: Work closely with IBM researchers to advance ideas into impactful solutions and publications in top-tier venues. Locations: IBM Research Lab, Haifa University Campus (Mount Carmel) IBM Site, Hashahar Tower, Givataim (near Tel Aviv Arlozorov train station) Interns are expected to work on-site at least three days a week, including one day in Haifa. **Required technical and professional expertise** * Currently enrolled MSc or PhD student in Computer Science, Information Systems, or related fields. * Strong background in LLMs, ML, AI Agents, or NLP. * Proficiency in Python programming. * Ability to conduct research and implement experimental solutions. Please include your grade sheet with your application. **Preferred technical and professional experience** * Familiarity with agent evaluation frameworks and analytics tools. * Experience with statistical modeling and data-driven insights. * Previous research experience or publications in AI-related domains. IBM is committed to creating a diverse environment and is proud to be an equal-opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, gender, gender identity or expression, sexual orientation, national origin, caste, genetics, pregnancy, disability, neurodivergence, age, veteran status, or other characteristics. IBM is also committed to compliance with all fair employment practices regarding citizenship and immigration status.