11. Reflection
May 19, 2026
This past weekend I gave my presentation for my project, which was the culmination of both my academics at BISV and this project thus far! So now, in this blog post I will be reflecting on the whole senior project process.
I definitely learned a lot from this project and dove deeper about ideas I hadn’t explored before. My favorite part of the project was the experimentation even when the results were disappointing. Nonetheless, the project was far from smooth-sailing; I did run into many roadblocks. Earlier on I had difficulty making my methodology more concrete, and I ran into all sorts of bugs while coding. For future improvements, the first step would be to improve the accuracy checker model (like switching to an LLM-as-a-Judge instead). Then I’d try to iterate on more models and datasets and see where to go from there.
Mechanistic AI research is so much like engineering, and in college, I will definitely pursue more engineering concepts alongside AI. Thank you so much to my advisors Dr. Movshovitz and Kevin Zhu for supporting me throughout this project, and thank you to all you blog readers for reading!

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