diff --git a/README.md b/README.md
new file mode 100644
index 0000000..65599bf
--- /dev/null
+++ b/README.md
@@ -0,0 +1,6 @@
+# Joshua Coles, CV
+
+My CV, for different applications slight alterations are made and releases cut with tags.
+
+A hosted version can be found at <https://files.joshuacoles.me/cv.pdf>
+
diff --git a/cv.tex b/cv.tex
index 124481f..edc9b51 100755
--- a/cv.tex
+++ b/cv.tex
@@ -75,7 +75,7 @@
 
 	\cvsect{ADDITIONAL QUALIFICATIONS AND TRAINING}
 	
-	Better Conversations — 2022 \\
+	\href{https://betterconversations.foundation/index.html}{\underline{Better Conversations}} — 2022 \\
 	ISO9001 and ISO27001 training  — 2018
 \end{minipage}
 \hfill
diff --git a/experiences.tex b/experiences.tex
index 52e761e..2f01e63 100644
--- a/experiences.tex
+++ b/experiences.tex
@@ -10,6 +10,8 @@
 			\item Writing the core physics procedures in JAX to improve correctness and to allow for their use in loss functions and reducing runtimes by $10^4$.
 			\item Creating and optimising physics informed loss functions for speed and utility in training.
 		\end{itemize}
+		The completed report can be found \href{https://files.joshuacoles.me/final-year-report.pdf}{\underline{here}}.
+		\\
 		\kwdlst{JAX, Neural Networks, Loss functions, Numpy, Flax, Tensorflow, Python}}
 	\entry
 		{Summer 2023}
@@ -48,6 +50,12 @@
 		{2011 — present}
 		{Ongoing Personal Projects}
 		{}
-		{My latest personal projects are focused on data analysis, data pipelines and warehouses to provide insight into my own life. A history of these is available on my \href{https://github.com/joshuacoles}{\underline{GitHub}} or \href{https://git.joshuacoles.me/explore/repos}{\underline{personal gitea}}.
+		{My latest personal projects are focused on data analysis on different aspects of my life. This is done with a strong focus on self-hosting and privacy, giving me experience running services across a range of computers. Key components include 
+		\begin{itemize}[itemsep=-2pt,topsep=3pt]
+			\item Self hosted Gitea and CI/CD for development.
+			\item Centralised authentication.
+			\item Centralised database for cross-domain analytics.
+		\end{itemize}
+		A history of these is available on my \href{https://github.com/joshuacoles}{\underline{GitHub}} or \href{https://git.joshuacoles.me/explore/repos}{\underline{personal Gitea}}, along with this CV and associated CI/CD pipeline.
 		\\\kwdlst{Rust, CI/CD, Postgres, Caddy, Docker, System administration of internet connected servers}}
 \end{entrylist}
diff --git a/references.tex b/references.tex
index 3b80540..ba984aa 100644
--- a/references.tex
+++ b/references.tex
@@ -6,18 +6,19 @@
 \ifthenelse{\boolean{include-references}}
    {
    \begin{entrylist}
+	\entry
+		{Employment\\Reference}
+		{Steve Gibbard}
+		{DevOps Technical Lead, Office for National Statistics}
+		{Line manager and Tech Lead while at Office for National Statistics \\ DevOps Technical Lead, Office for National Statistics\\Email: \emailaddr{steve.gibbard@ons.gov.uk}}
+
 	\entry
 		{Employment\\Reference}
 		{Mathew Cooke}
 		{Director of Operations, Amphora Research Systems}
 		{Email: \emailaddr{mathewc@amphora-research.com}\\ Contact Number: +44 1344 28863\\Address: Molly Millars Lane, Unit 6, Wokingham, RG4}
 	\entry
-		{Charater \\Reference}
-		{Steve Gibbard}
-		{DevOps Technical Lead, Office for National Statistics}
-		{Line manager and Tech Lead while at Office for National Statistics \\ DevOps Technical Lead, Office for National Statistics\\Email: \emailaddr{steve.gibbard@ons.gov.uk}}
-	\entry
-		{Academic \\Reference}
+		{Academic\\Reference}
 		{David Tsang}
 		{Senior Lecturer, Department of Physics, University of Bath}
 		{Project Supervisor \\Email: \emailaddr{dcwt21@bath.ac.uk}\\\href{https://researchportal.bath.ac.uk/en/persons/david-tsang}{\underline{Research Profile}}}