monestary updates

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\section{Conclusion}
For our troubles, we now conclude that...
\subsection{Summary of contributions}
Restate the thesis and key findings with validation of research objectives.
The authors contribution was not without the advice of many experienced experts in the field. We thank (NAME) the director of innovation at Microsoft for the initial critical discussion on the topic of dynamic pricing systems and the spark which has lead to this work. Eugene, Bykovets pointing out the parallels in blockchain systems and the complexity of anonymous interaction and understanding of intent. Importantly, the contributions of Alverto Martin, my academic advisor for the support over and for taking on the challenge of this ambitious work. Many breakthroughs were thanks to numerous discussions with my peers on the topics covered here.
A thanks to the head of innovation at Amadeus for insight into the industry split on the topic of collapsing margins. Finally we acknowledge the power and use of generative AI technologies for in depth research, rapid prototyping and surfacing of key topics and niches.
\subsection{Future Works and Next Steps}
Identify the research gaps here and potential business implications and setup of business + Proposed extensions and a long term agenda.
During the eights months of research dedicated to this work, a plethora of opportunities and industry gaps was identified, sadly a majority of which could not be addressed directly.