diff --git a/src/01_management-summary/management-summary.tex b/src/01_management-summary/management-summary.tex
index c1540eece015480a7209333022bfd1313d98193e..6e0bd4109b826a1c65a9311fb2852c8ad0070469 100644
--- a/src/01_management-summary/management-summary.tex
+++ b/src/01_management-summary/management-summary.tex
@@ -1,22 +1,67 @@
-\chapter*{Management Summary}
+\chapter{Management Summary}
-\instructions{
- Even though this is the first chapter of your document, it is typically the last one filled with content. The \textit{Management Summary} is a \textbf{brief and high-level summary} of your project. It should give any reader unfamiliar to the project an overview of the contents included later in the document.
-
- \bigskip
-
- A common structure is:
-
- \begin{itemize}
- \item What is the problem we wanted to solve?
- \item How did we solve the problem?
- \item Does your solution solve the problem in a successful way?
- \item Will there be consecutive projects based on your work?
- \end{itemize}
-
- Diagrams and images work very well in this chapter, especially screenshots of your software.
-
- \bigskip
+ \section{Problem}
+ As described in the \nameref{sec:project-documentation/initial-project-description}, the SmartEating platform lacks an interactive chatbot.
+ This chatbot should be able to assist the user with various cooking related tasks.
+ Additionally, the chatbot should integrate a GPT model from OpenAI as well as an large language model hosted at OST.
+
+ \section{Techniques}
+ As a first step, \hyperref[sec:project-plan/processes-meetings]{Scrum} was selected as a short-term project management framework to iteratively create a working, presentable product.
+ To ensure that the project would be completed within the given timeframe, \hyperref[sec:project-documentation/long-term-plan/phases]{RUP} was chosen as a long-term project management framework.
+ I have chose these project management frameworks because I already gathered some experience with them in previous projects.
+
+ \section{Results}
+ The final solution successfully addresses the problem by delivering a robust, user-friendly chatbot.
+ The user can choose between the \hyperref[sec:product-documentation/architecture/c4-diagrams/code-diagram/openai]{OpenAI assistant}, which uses the OpenAI API and the \hyperref[sec:product-documentation/architecture/c4-diagrams/code-diagram/mixtral]{Mixtral assistant}, which uses the Mixtral model hosted at OST.
+ The chatbot was developed such that a new assistant can be easily integrated.
+
+ \begin{figure}[H]
+ \centering
+ \noindent\makebox[\textwidth]{
+ \begin{minipage}[H]{0.4\textwidth}
+ \begin{figure}[H]
+ \centering
+ \includegraphics[width=\linewidth]{screenshots/chatbot_assistant_selection.png}
+ \caption{Assistant selection}
+ \end{figure}
+ \end{minipage}
+ \begin{minipage}[H]{0.4\textwidth}
+ \begin{figure}[H]
+ \centering
+ \includegraphics[width=\linewidth]{screenshots/chatbot.png}
+ \caption{Assistant selection}
+ \end{figure}
+ \end{minipage}
+ \begin{minipage}[H]{0.4\textwidth}
+ \begin{figure}[H]
+ \centering
+ \includegraphics[width=\linewidth]{screenshots/chatbot_guidance.png}
+ \caption{Assistant selection}
+ \end{figure}
+ \end{minipage}
+ }
+ \end{figure}
+
+ To help users make an informed decision about which assistant is best for them, the assistants are \hyperref[sec:appendix/assistant-comparison]{compared}.
+
+ The chatbot is fully integrated into the SmartEating infrastructure.
+
+ \begin{figure}[H]
+ \centering
+ \noindent\makebox[\textwidth]{
+ \includegraphics[width=1.3\linewidth]{screenshots/smart_eating.png}
+ }
+ \caption{SmartEating platform with integrated chatbot}
+ \end{figure}
- One final remark: a well written management summary is a good starting point for your \textbf{Project Presentation}, as you will address a similar audience there.
-}
+ \section{Outlook}
+ During the project, several improvements were identified.
+
+ The Mixtral assistant could be improved with further prompt engineering and providing a tool to search for the relevant recipe information.
+ The implementation of noise cancelling will allow users to use the chatbot even in noisy conditions.
+
+ These improvements, as well as eliminating the \hyperref[sec:product-documentation/limitations]{current limitations}, will provide a better user experience.
+
+ \section{Conclusion}
+ The \enquote{PanPal: A chef's chatbot} project integrates a robust and user-friendly chatbot into the existing SmartEating platform.
+ While there is still room for improvement to enhance the user experience, the resulting product provides the desired range of functionality.
diff --git a/src/02_product-documentation/architecture/c4-diagrams.tex b/src/02_product-documentation/architecture/c4-diagrams.tex
index 3565c754ef2d1757e6defe0328fd49a69ed019e5..62a56d27830021b11fd677e7d8a1cd279ce2a37e 100644
--- a/src/02_product-documentation/architecture/c4-diagrams.tex
+++ b/src/02_product-documentation/architecture/c4-diagrams.tex
@@ -38,7 +38,7 @@
Now let's have a closer look at the assistant implementations.
- \subsubsection{OpenAI Assistant Code Diagram}
+ \subsubsection{OpenAI Assistant Code Diagram}\label{sec:product-documentation/architecture/c4-diagrams/code-diagram/openai}
\begin{figure}[H]
\centering
\makebox[\textwidth]{
@@ -49,8 +49,8 @@
The OpenAI assistant uses GPT-3.5 via the the OpenAI API.
- \subsubsection{Mixtral Assistant Code Diagram}
- \begin{figure}[H]\label{sec:product-documentation/architecture/c4-diagrams/code-diagram/mixtral}
+ \subsubsection{Mixtral Assistant Code Diagram}\label{sec:product-documentation/architecture/c4-diagrams/code-diagram/mixtral}
+ \begin{figure}[H]
\centering
\makebox[\textwidth]{
\includegraphics[width=1.3\linewidth]{diagrams/architecture/c4/mixtral_class_diagram.png}
diff --git a/src/02_product-documentation/limitations.tex b/src/02_product-documentation/limitations.tex
index 70987ff5f4bc7eddf686cf4b9bad6cc5f15662ea..4052ffdacbde26c69a89e3aeb92c4bf8e627b20e 100644
--- a/src/02_product-documentation/limitations.tex
+++ b/src/02_product-documentation/limitations.tex
@@ -1,4 +1,4 @@
-\chapter{Limitations}
+\chapter{Limitations}\label{sec:product-documentation/limitations}
This chapter describes the limitations of the SmartEating chatbot.
\section{Audio limitations}
diff --git a/src/03_project-documentation/initial-project-description.tex b/src/03_project-documentation/initial-project-description.tex
index 37988e27f7c6dadc7eabdac44eb994de58077815..d33dc26a9c0351a7aeeb587751ab099851b19595 100644
--- a/src/03_project-documentation/initial-project-description.tex
+++ b/src/03_project-documentation/initial-project-description.tex
@@ -1,4 +1,4 @@
-\chapter{Initial Project Description}
+\chapter{Initial Project Description}\label{sec:project-documentation/initial-project-description}
\section{Supervisor}
Mitra Purandare (\href{mailto:mitra.purandare@ost.ch}{mitra.purandare@ost.ch})
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