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Inside Qwasar: Engineering Lab Project - Building a Vector Database from Scratch

Aug 19, 2025 9:00:00 AM / by Caitlin Carlton posted in Hands-On Learning, vector database, engineering lab project, hands-on software engineering, real-world coding challenges

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At Qwasar, we don't just teach software engineering: we train future engineers to solve problems that matter in the real world. In an effort to bring the real world into our Master’s curriculum, we created “Engineering Labs” - a virtual software engineering lab, similar to an architect’s studio or a hardware engineer’s on-site lab.

As with a traditional on-site lab, students are given a project that requires hands-on work to build a finished product. Labs are also an opportunity to work with tools used on the job by engineers and developers that may not be covered in the curriculum.

One standout example? Our Vector Database Engineering Lab, a Level 10 project that blends machine learning, distributed systems, and modern backend engineering into one powerful, practical challenge.

The task: design and implement a scalable, fault-tolerant vector database capable of performing fast similarity searches in high-dimensional space

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