diff --git a/tutorials/openmm-torch-nnpops.ipynb b/tutorials/openmm-torch-nnpops.ipynb
index 75554a6c..981bce5d 100644
--- a/tutorials/openmm-torch-nnpops.ipynb
+++ b/tutorials/openmm-torch-nnpops.ipynb
@@ -39,7 +39,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "EcB2lc1s3ZXG",
-        "outputId": "1ce0bad8-a050-48d5-c18a-9e49fbeb11c2"
+        "outputId": "ca3b9161-9de2-4fc3-a497-235011951876"
       },
       "outputs": [
         {
@@ -50,7 +50,7 @@
             "📦 Installing...\n",
             "📌 Adjusting configuration...\n",
             "🩹 Patching environment...\n",
-            "⏲ Done in 0:00:34\n",
+            "⏲ Done in 0:00:18\n",
             "🔁 Restarting kernel...\n"
           ]
         }
@@ -58,7 +58,7 @@
       "source": [
         "!pip install -q condacolab\n",
         "import condacolab\n",
-        "condacolab.install_miniconda()"
+        "condacolab.install_mambaforge()"
       ]
     },
     {
@@ -82,11 +82,17 @@
       },
       "outputs": [],
       "source": [
-        "# NOTE: PyTorch pinned because https://github.com/conda-forge/openmm-torch-feedstock/issues/20\n",
-        "!mamba install -q -c conda-forge \\\n",
-        "               openmm-torch nnpops torchani openmmtools \\\n",
-        "               pytorch=1.11 \\\n",
-        "               &> /dev/null # Comment this line to see a log\""
+        "# Note: at the moment only the beta releases work correctly.\n",
+        "!mamba install -q \\\n",
+        "               -c conda-forge/label/openmm_rc \\\n",
+        "               -c conda-forge/label/openmm-torch_rc \\\n",
+        "               -c conda-forge \\\n",
+        "               openmm==8.0.0beta \\\n",
+        "               openmm-torch==1.0beta \\\n",
+        "               nnpops==0.2 \\\n",
+        "               torchani==2.2.2 \\\n",
+        "               openmmtools \\\n",
+        "               &> /dev/null # Comment this line to see a log"
       ]
     },
     {
@@ -110,15 +116,7 @@
         "id": "zNng_d4mGKve",
         "outputId": "218e0775-766b-4597-9d48-96e3d65df374"
       },
-      "outputs": [
-        {
-          "name": "stderr",
-          "output_type": "stream",
-          "text": [
-            "Warning: importing 'simtk.openmm' is deprecated.  Import 'openmm' instead.\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "import openmmtools\n",
         "\n",
@@ -159,14 +157,6 @@
         "outputId": "4181fcb6-db72-47e7-edb5-2a4bb0252de7"
       },
       "outputs": [
-        {
-          "name": "stderr",
-          "output_type": "stream",
-          "text": [
-            "/usr/local/lib/python3.7/site-packages/torchani/__init__.py:55: UserWarning: Dependency not satisfied, torchani.ase will not be available\n",
-            "  warnings.warn(\"Dependency not satisfied, torchani.ase will not be available\")\n"
-          ]
-        },
         {
           "name": "stdout",
           "output_type": "stream",
@@ -174,14 +164,6 @@
             "/usr/local/lib/python3.7/site-packages/torchani/resources/\n",
             "Downloading ANI model parameters ...\n"
           ]
-        },
-        {
-          "name": "stderr",
-          "output_type": "stream",
-          "text": [
-            "/usr/local/lib/python3.7/site-packages/torch/functional.py:1069: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at  /home/conda/feedstock_root/build_artifacts/pytorch-recipe_1640851336451/work/aten/src/ATen/native/TensorShape.cpp:2156.)\n",
-            "  return _VF.cartesian_prod(tensors)  # type: ignore[attr-defined]\n"
-          ]
         }
       ],
       "source": [
@@ -322,7 +304,7 @@
         "# Create a simulation and set the initial positions and velocities\n",
         "simulation = Simulation(ala2.topology, ala2.system, integrator)\n",
         "simulation.context.setPositions(ala2.positions)\n",
-        "# simulation.context.setVelocitiesToTemperature(temperature) # This does not work (https://github.com/openmm/openmm-torch/issues/61)\n",
+        "simulation.context.setVelocitiesToTemperature(temperature)\n",
         "\n",
         "# Configure a reporter to print to the console every 0.1 ps (100 steps)\n",
         "reporter = StateDataReporter(file=sys.stdout, reportInterval=100, step=True, time=True, potentialEnergy=True, temperature=True)\n",
@@ -346,7 +328,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "JN9v2rz3KbTz",
-        "outputId": "15367844-1caa-40c1-bb5b-f94f7b51eb1b"
+        "outputId": "7ef59ac1-520a-4076-a1c5-fc2ec7df5136"
       },
       "outputs": [
         {
@@ -390,7 +372,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "da0v6qJHBtUb",
-        "outputId": "e477991e-93b0-4e72-de4f-d7a8b05052de"
+        "outputId": "bc7426d5-42dc-455a-d20d-733e51ea644f"
       },
       "outputs": [
         {
@@ -398,16 +380,16 @@
           "output_type": "stream",
           "text": [
             "#\"Step\",\"Time (ps)\",\"Potential Energy (kJ/mole)\",\"Temperature (K)\"\n",
-            "100,0.10000000000000007,-1301527.998092823,62.28599411217165\n",
-            "200,0.20000000000000015,-1301519.2141580286,68.6151680329106\n",
-            "300,0.3000000000000002,-1301513.905558333,103.32518127627559\n",
-            "400,0.4000000000000003,-1301517.7584694924,118.20611762387\n",
-            "500,0.5000000000000003,-1301514.9794064017,165.4939713543869\n",
-            "600,0.6000000000000004,-1301507.6431399288,148.54034468306415\n",
-            "700,0.7000000000000005,-1301511.109281123,157.43310789810866\n",
-            "800,0.8000000000000006,-1301498.8263809385,157.8375886414082\n",
-            "900,0.9000000000000007,-1301511.3014532926,199.2036328097003\n",
-            "1000,1.0000000000000007,-1301485.2554342675,148.26160451888617\n"
+            "100,0.10000000000000007,-1301523.916390367,92.40824830382874\n",
+            "200,0.20000000000000015,-1301518.7990238892,119.2893445291452\n",
+            "300,0.3000000000000002,-1301513.695350461,152.9633322198495\n",
+            "400,0.4000000000000003,-1301508.793747321,161.74950978774066\n",
+            "500,0.5000000000000003,-1301504.6699876415,164.00853843792856\n",
+            "600,0.6000000000000004,-1301498.9500878605,159.56241762805863\n",
+            "700,0.7000000000000005,-1301508.518243164,197.16748430772566\n",
+            "800,0.8000000000000006,-1301501.4794679733,217.2560582437653\n",
+            "900,0.9000000000000007,-1301479.1362451615,189.695421119118\n",
+            "1000,1.0000000000000007,-1301481.766797349,256.3789993541881\n"
           ]
         }
       ],