Driven by Samira's research and leadership, the PolyCircle X.0 Laboratory is a collaborative space for innovation in circular manufacturing. Samira's work explores the integration of Industry 4.0 technologies for sustainable production, with a focus on applying AI and data-driven approaches. Her expertise lies in areas such as disassembly optimization, human-robot collaboration, and managing uncertainty in product end-of-life processes. She has authored books on eco-design 4.0 and the circular economy. Building on this foundation, the PolyCircle X.0 Laboratory is dedicated to advancing circular manufacturing across various industries. The lab's research includes:

- Optimizing end-of-life processing: Developing innovative solutions for managing and reusing materials from retired products, with a particular focus on the aerospace sector.

- Disassembly planning: Creating efficient and effective methods for taking apart products for recycling or reuse, including the integration of advanced technologies like extended reality (XR).

- Collaborative assembly line balancing: Designing production lines that optimize human-robot collaboration for improved efficiency and ergonomics.

- Ergonomic design: Prioritizing human well-being and safety in the design of manufacturing processes and workspaces.

- AI-driven logistics: Applying artificial intelligence to optimize logistics and supply chain operations for a more sustainable and efficient circular economy.

The PolyCircle X.0 Laboratory is committed to contributing to a more sustainable and efficient circular economy through advanced research and collaboration.