diff --git a/docker/Dockerfile b/docker/Dockerfile
index 558ed43..773985f 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -6,14 +6,18 @@ LABEL maintainer="James Gebbie-Rayet <james.gebbie@stfc.ac.uk>"
 
 ARG TARGETPLATFORM
 ARG AMBERTOOLS_DL=null
-ARG AMBERTOOLS_VER=25
+ARG AMBERTOOLS_VER=26
 
 # Switch to jovyan user.
 USER $NB_USER
 WORKDIR $HOME
 
+# Add key locations to the env.
+ENV AMBERHOME=/opt/conda
+ENV WHAM_HOME=/opt/wham
+
 # Install workshop deps
-RUN mamba install nglview pandas numpy matplotlib scipy -y 
+RUN mamba install nglview pandas numpy matplotlib scipy numba gemmi bioconda::bio rich freesasa scikit-learn sympy networkx -y 
 WORKDIR /tmp
 
 RUN wget --no-verbose $AMBERTOOLS_DL/ambertools$AMBERTOOLS_VER.tar.bz2 && \
@@ -23,11 +27,13 @@ RUN wget --no-verbose $AMBERTOOLS_DL/ambertools$AMBERTOOLS_VER.tar.bz2 && \
 
 WORKDIR /tmp/ambertools_src
 RUN ./update_amber --update
+#WORKDIR /tmp/ambertools_src/AmberTools/src/pytraj
+#RUN python setup.py --cythonize
 RUN mkdir /tmp/build
 WORKDIR /tmp/build
 
 RUN cmake /tmp/ambertools_src -DCMAKE_INSTALL_PREFIX=/opt/conda -DPYTHON_EXECUTABLE=/opt/conda/bin/python -DUSE_CONDA_LIBS=TRUE -DBUILD_PYTHON=TRUE -DCMAKE_INSTALL_RPATH_USE_LINK_PATH=TRUE -DDOWNLOAD_MINICONDA=FALSE -DCOMPILER=MANUAL -DBUILD_GUI=FALSE -DCOMPILER=GNU -DOPENMP=TRUE -DCUDA=FALSE -DMPI=FALSE -DUSE_FFT=True -DBUILD_DEPRECATED=False -DBUILD_INDEV=False -DBUILD_PERL=True -DOPTIMIZE=True
-RUN make -j8
+RUN make
 RUN make install
 
 # Cleanup.
@@ -49,10 +55,6 @@ RUN cd /opt && \
 USER $NB_USER
 WORKDIR $HOME
 
-# Add the exec to the path.
-ENV AMBERHOME=/opt/conda
-ENV WHAM_HOME=/opt/wham
-
 # Add all of the workshop files to the home directory
 COPY --chown=1000:100 . .
 RUN rm -rf AUTHORS LICENSE _config.yml README.md docker .git .github