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Jun 2, 2025
TOBIAS - better web pages through intelligent routing and judgement
Alexander Pinchuk
Summary
We implemented routing and judging system designed to generate and evaluate improved versions of web page content for SEO, advertising and generative search goals. Our system selects the most promising content version using real-world performance indicators, providing a reproducible method for LLM benchmarking and semantic page optimization. This work contributes to Track 1 (Judge Model Development) of Apart x Martian Mechanistic Router Interpretability Hackathon, while integrating Judge Model insights for end-to-end performance routing.
Cite this work:
@misc {
title={
@misc {
},
author={
Alexander Pinchuk
},
date={
6/2/25
},
organization={Apart Research},
note={Research submission to the research sprint hosted by Apart.},
howpublished={https://apartresearch.com}
}
