diff --git a/.gitignore b/.gitignore
index cc3edd9..f3796a8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,6 +5,8 @@ evals/
 evals2/
 .pypirc
 
+.cursorrules
+
 _minted-main/
 svg-inkscape/
 
diff --git a/tamingllms/latex/chapters/evals.tex b/tamingllms/latex/chapters/evals.tex
index 4079c69..07ceea3 100644
--- a/tamingllms/latex/chapters/evals.tex
+++ b/tamingllms/latex/chapters/evals.tex
@@ -155,7 +155,7 @@ \section{Emerging Properties}
 
 Figure~\ref{fig:emerging-properties} provides a list of emergent abilities of large language models and their scale \sidecite{wei2022emergentabilitieslargelanguage}. The relationship between model scale and emergent abilities follows an interesting non-linear relationship. Below certain size thresholds, specific abilities may be completely absent from the model - it simply cannot perform certain tasks. However, once the model reaches critical points in its scaling trajectory, these abilities can suddenly manifest in what researchers call a phase transition - a dramatic shift from inability to capability. This unpredictable emergence of capabilities stands in stark contrast to traditional software development, where features are deliberately implemented and can be systematically tested.
 
-\begin{figure}s
+\begin{figure}
 \centering
 \includegraphics{evals/emerging.png}
 \caption{Emergent abilities of large language models and the scale \cite{wei2022emergentabilitieslargelanguage}}
diff --git a/tamingllms/latex/main.tex b/tamingllms/latex/main.tex
index 97b8594..fc4dc28 100644
--- a/tamingllms/latex/main.tex
+++ b/tamingllms/latex/main.tex
@@ -110,7 +110,7 @@
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@@ -121,7 +121,7 @@
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@@ -131,7 +131,7 @@
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