diff --git a/fig/poster-2023-02-14/atomistic-ml/classification-of-atomistic-ml_poster_2023-02-14_ktikz.pdf b/fig/poster-2023-02-14/atomistic-ml/classification-of-atomistic-ml_poster_2023-02-14_ktikz.pdf
index 759ce73987111a432f8bcb56ea064496fe3b6fc5..4eb97e50074324c4c1d2f21121b1ab15f9a00c1d 100644
--- a/fig/poster-2023-02-14/atomistic-ml/classification-of-atomistic-ml_poster_2023-02-14_ktikz.pdf
+++ b/fig/poster-2023-02-14/atomistic-ml/classification-of-atomistic-ml_poster_2023-02-14_ktikz.pdf
@@ -1,3 +1,3 @@
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-size 126755
+oid sha256:c3e3bb11c0298e12a7673b15c15a81ef9d9396977217d727bd25740904060043
+size 114150
diff --git a/fig/poster-2023-02-14/atomistic-ml/classification-of-atomistic-ml_poster_2023-02-14_ktikz.png b/fig/poster-2023-02-14/atomistic-ml/classification-of-atomistic-ml_poster_2023-02-14_ktikz.png
index e8dfdde58e84e9401cf97f094a3a87b82319bea2..c140ba00de8279ad4d06f4304444a9f2304bde2e 100644
--- a/fig/poster-2023-02-14/atomistic-ml/classification-of-atomistic-ml_poster_2023-02-14_ktikz.png
+++ b/fig/poster-2023-02-14/atomistic-ml/classification-of-atomistic-ml_poster_2023-02-14_ktikz.png
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:821bcd6f80c254224906f35d07b5447b03e9786411c7a1c9e06c39ddf1c4f0b7
-size 78864
+oid sha256:f5dc2fe16f2fe3f1cda1e5e200477920a295c8234e155487e42b95bcc2e551f0
+size 80263
diff --git a/fig/poster-2023-02-14/atomistic-ml/classification-of-atomistic-ml_poster_2023-02-14_ktikz.tikz b/fig/poster-2023-02-14/atomistic-ml/classification-of-atomistic-ml_poster_2023-02-14_ktikz.tikz
index 046410df1e77cc93c4cadd5f6ecfc29164dc3064..9e2674a9e9d8b4449e1a9301e6b2f97869d5529d 100644
--- a/fig/poster-2023-02-14/atomistic-ml/classification-of-atomistic-ml_poster_2023-02-14_ktikz.tikz
+++ b/fig/poster-2023-02-14/atomistic-ml/classification-of-atomistic-ml_poster_2023-02-14_ktikz.tikz
@@ -169,7 +169,7 @@
 \draw node[/box/active,v] (atoms) {Atomic Features\\\( A = \{ \vec{r}_i, a_i, \vec{G}, \vec{S}_i, \dots \}\)};
 	% \draw node[/box/active,v] (dft) [right=.7 of atoms] {\textit{Ab initio} method\\\textbf{KKR-GF} \faGears};
     % \draw node[/box/active,v] (dft) [right=.7 of atoms] {\textbf{Simulator}\\\logoAiida -- KKRimp\,\logoKKRimpCircledXTwo};
-	\draw node[/box/active,v] (dft) [right=.7 of atoms] {{\footnotesize\textbf{First-Principles Simulator}}\\KKRimp\,\logoKKRimpCircledXTwo};
+	\draw node[/box/active,v] (dft) [right=.7 of atoms] {{\footnotesize\textbf{First-Principles Simulator}}\\\logoJuDFT Codes};
 	\draw node[/box/active,v] (primary) [right=.7 of dft] {Primary Output\\  \(V(\vec{r})\), \(n(\vec{r})\)};
 	\draw node[/box/active,v] (secondary) [right=.7 of primary] {Secondary Output\\ \(E_{tot}\), DOS, \(J_{ij}\)'s, \(\dots\)};
 % E_tot ausgelassen; E(k) = bandstructure, D(E) = DOS
@@ -180,12 +180,12 @@
 	\draw[/arr/active] (primary) -- (secondary);
 	\draw[/arr/active] (secondary) -- (tertiary);
     %
-	\draw node[/box/ml,v] (representation) [below=.7 of atoms] {\textbf{Representation}\\\(\ket{A;\lambda\mu}\)};
+	\draw node[/box/ml,v] (representation) [below=.7 of atoms] {Representation\\\(\ket{A;\lambda\mu}\)};
 
 % note: we draw surrogate-2 & env first cause need arrow rep-surr-2 to lie below surr-1
 
 % surrogate-2 (secondary)
-	\draw node[/box/ml2,v] (surrogate-2) [below=.7 of secondary] {Secondary Emulator\\  \(J_{ij}\)'s \logoNeuralNetworkSolidCircledHelmholtzdarkblueBgWhite};
+	\draw node[/box/ml2,v] (surrogate-2) [below=.7 of secondary] {Secondary Emulator\\  {\footnotesize\textit{Magnetic properties}} \logoNeuralNetworkSolidCircledHelmholtzdarkblueBgWhite};
 	% \draw[/arr/active] (atoms) |- (surrogate);
 	 \begin{scope}[transform canvas={yshift=-7}]
 		% shift arrow st surrogate input arrows not overlaid
@@ -210,7 +210,7 @@
 	\draw[/arr/line] [color=mint] (surrogate-1)  -- (primary);
     %
   \node[above=.7 of dft, minimum height=0] (dummypreserveheight) {}; % for arrow above in 6-kkr
-  \draw[/arr/ml] (primary.north) -- ++(0,.7) -| (dft) node[midway,right=-0.0,yshift=-10] {\textit{\textcolor{mint}{\logoAiida feedback}}};
+  \draw[/arr/ml] (primary.north) -- ++(0,.7) -| (dft) node[midway,right=0.3,yshift=-10] {\textit{\textcolor{mint}{\logoAiida feedback}}};
 %
 %\draw[/arr/active] (primary) -- (surrogate-2) node[midway,right=-2.3,yshift=19,rotate=-22.5] {\textit{train}};
  \begin{scope}[transform canvas={xshift=-0}]