diff --git a/examples/al/.gitignore b/examples/al/.gitignore
new file mode 100644
index 0000000..3659241
--- /dev/null
+++ b/examples/al/.gitignore
@@ -0,0 +1,9 @@
+*.xyz*
+*.extxyz*
+*.out*
+*RESTART*
+outputs
+*.pt
+wandb
+*.ckpt
+RESTART
\ No newline at end of file
diff --git a/examples/al/compare.ipynb b/examples/al/compare.ipynb
new file mode 100644
index 0000000..3dd0e63
--- /dev/null
+++ b/examples/al/compare.ipynb
@@ -0,0 +1,187 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "f1bdd1c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "156c05e2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "simulations = [\n",
+ " \"simulation-baseline\",\n",
+ " \"simulation-flashmd\",\n",
+ " \"simulation-flashmd-symplectic\",\n",
+ " \"simulation-flashmd-omatpes\",\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "b50538b0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " time | \n",
+ " conserved | \n",
+ " temperature | \n",
+ "
\n",
+ " \n",
+ " | step | \n",
+ " | \n",
+ " | \n",
+ " | \n",
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+ " \n",
+ " \n",
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+ " | 4 | \n",
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+ " \n",
+ "
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+ "