diff --git a/makefile b/makefile
index 54c88e2..5043d32 100644
--- a/makefile
+++ b/makefile
@@ -1,4 +1,6 @@
-pdf:
+docker:
 	docker run -v ./:/tmp git.oscar.blue/noble/lualatex
+pdf:
+	lualatex  --output-format=pdf cv.tex
 clean:
-	rm -f cv.aux cv.fdb_latexmk cv.fls cv.log cv.out missfont.log
\ No newline at end of file
+	rm -f cv.aux cv.fdb_latexmk cv.fls cv.log cv.out missfont.log
diff --git a/sections_general/certifications.tex b/sections_general/certifications.tex
index a8150c8..0e677b5 100644
--- a/sections_general/certifications.tex
+++ b/sections_general/certifications.tex
@@ -2,10 +2,10 @@
 \cert{AWS Certified Cloud Practitioner}{Amazon Web Services}{Exp. Nov 2025}
 \vspace{-0.5em}
 % 23/09/2021 - 24/09/2024
-\cert{Microsoft Certified: Azure Administrator Associate}{Microsoft}{Exp. Sep 2024}
+\cert{Microsoft Certified: Azure Administrator Associate}{Microsoft}{Exp. Sep 2025}
 \vspace{-0.5em}
 % 30/04/2022 - 01/05/2024
-\cert{Microsoft Certified: DevOps Engineer Expert}{Microsoft}{Exp. May 2024}
+\cert{Microsoft Certified: DevOps Engineer Expert}{Microsoft}{Exp. May 2025}
 \vspace{-0.5em}
 % 28/04/2021
 \cert{Microsoft Certified: Azure Fundamentals}{Microsoft}{No Expiry Date}
diff --git a/sections_general/education.tex b/sections_general/education.tex
index 5a622d9..6214f54 100644
--- a/sections_general/education.tex
+++ b/sections_general/education.tex
@@ -2,11 +2,11 @@
 \uni{Aberystwyth University}{Sep 2018--Jun 2022}{BSc Computer Science (with integrated year in industry) [G401]: 1\textsuperscript{st} Class Honours} 
 \textit{Including the following modules:}
 \begin{itemize*}
-\item System and Network Services Administration -- A
-\item Open Source Development Issues -- A
-\item Agile Development and Testing -- A
-\item Modelling Persistent Data -- A
-\item Machine Learning -- A
+\item System and Network Services Administration -- 1\textsuperscript{st}
+\item Open Source Development Issues -- 1\textsuperscript{st}
+\item Agile Development and Testing -- 1\textsuperscript{st}
+\item Modelling Persistent Data -- 1\textsuperscript{st}
+\item Machine Learning -- 1\textsuperscript{st}
 %\item System and Network Services Administration (77\%)
 %\item Open Source Development Issues (89\%)
 %\item Agile Development and Testing (77\%)
diff --git a/sections_general/languages.tex b/sections_general/languages.tex
index 861d11b..bc96a06 100644
--- a/sections_general/languages.tex
+++ b/sections_general/languages.tex
@@ -2,7 +2,7 @@
 \faComments\ \textbf{Natural} & English (Native), French (Fluent)\\
 \faCode\ \textbf{Computer} & Intermediate in the following:\\&
 \begin{tabular}{@{}ll}
-Programming Languages: & Python, Go, Java, JavaScript, Arduino (C/C++)\\
+Programming Languages: & Python, Go, Java, Javascript\\
 Markup Languages: & XML, HTML + CSS, \LaTeX\\
 Scripting Languages: & Bash, PowerShell\\
 Querying Languages: & SQL (PostgreSQL, MariaDB/MySQL), KQL, XQuery
diff --git a/sections_general/skills.tex b/sections_general/skills.tex
index ab938e2..1cc72dc 100644
--- a/sections_general/skills.tex
+++ b/sections_general/skills.tex
@@ -1,4 +1,4 @@
-\textbf{Technologies:} Azure, AWS, GCP, Terraform, Ansible, Apache, Nginx, Traefik, Docker, Git, Grafana, KVM, Nginx, Prometheus\\
+\textbf{Technologies:} Azure, AWS, Terraform, Ansible, Docker, Git, Apache, Nginx, Caddy, Grafana, KVM, Prometheus\\
 % \vspace{0.25\baselineskip} % Whitespace before the section title
 \textbf{Industry Skills:} Infrastructure as Code, System Administration, Cost Optimisation, Containerisation, Security, Automation, Networking, DevOps, Agile Methodologies\\
 \textbf{Operating Systems:}\\
diff --git a/sections_general/work-experience.tex b/sections_general/work-experience.tex
index 090aa33..c78da38 100644
--- a/sections_general/work-experience.tex
+++ b/sections_general/work-experience.tex
@@ -1,6 +1,7 @@
 % 08/08/2022 -
 \work{Cloud Engineer}{NTT DATA UK\&I}{London, UK}{Aug 2022--Present}
 \begin{workitems}
+\item Successfully lead a team of engineers through transition to management of a critical \& multi-environment \textit{AWS} estate within a few weeks for a multi-billion pound client.
 \item Played a pivotal role in designing and implementing an \textit{AWS landing zone} product using \textit{Terraform} and \textit{Azure DevOps Pipelines}, contributing code to the \textit{AWS Terraform provider}, enhancing its features, and actively contributing to community-driven development efforts.
 \item Slashed infrastructure deployment time by 50\% by overhauling \textit{DevOps pipelines} and implementing \textit{GitOps} workflows.
 \item Designed seamless cloud migration strategies, ensuring minimal disruption and modernising applications and services by leveraging cloud native technologies.