After KAUST Academy
Hamza works at ABQAR LLC. After Summer AI, Hamza was a Teaching Assistant in several KAUST Academy programs and an AI Instructor in the Science Technology and Entrepreneurship Program in summer 2025. Hamza's team won first place at the mdseason hackathon in October 2024.
Summer project
Artificial Intelligence Specialization · Cohort 2024
A Cost-Efficient, LLM Routing System
In this project, we offer a technique for querying LLMs while maximizing quality, speed, while maintaining minimum cost. First, a semantic cache is established to handle frequent prompts, saving time and money. Then, a router directs simple prompts to low-cost local models like llama, further maintaining the cost. Lastly, if the prompt is set to be urgent by the user, it is passed to a powerful, fast, but costly model such as GPT4o. If the request is not urgent, it is routed to a powerful free model, such as Mixture of Agents, which produces high-quality but slower results. In this study, we discuss our system's architecture as well as the results, which demonstrate the tremendous benefit of combining such basic components. Finally, the report concludes with citations to additional resources.
With KAUST Academy
- Cohort 2024
Artificial Intelligence Specialization
King Abdullah University of Science and Technology · Artificial Intelligence Summer School
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