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finishing finish conclision
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@@ -16,6 +16,4 @@ This technology does not come without a more bitter side, ethical concerns do ar
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With a system like this there is potential for strong drift given the rapid advance of agentic systems and user preference. Our intent behind adding the UX term into the reward shaping process was to further address the risk of degraded user experience. Looking deeper at the underlying methodology, reinforcement learning does not come without it's complications such as reward hacking and often the lack of intepretability which is quite critical in systems that have a strong impact on the revenue of a company.
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\subsection{Implications of Findings}
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Interpretation of results and altenrative scenarios with broader market implications.
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% \subsection{Implications of Findings} Interpretation of results and altenrative scenarios with broader market implications.
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