diff --git a/cookbook/bespoke_parameters_showcase.ipynb b/cookbook/bespoke_parameters_showcase.ipynb
index 86a28e8b..8379e2bd 100644
--- a/cookbook/bespoke_parameters_showcase.ipynb
+++ b/cookbook/bespoke_parameters_showcase.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# BespokeFit: Using bespoke force field parameters with OpenFE protocols\n",
+    "# Use bespoke parameters with BespokeFit\n",
     "\n",
     "This tutorial gives a step-by-step guide on the use of OpenFF-BespokeFit generated force field parameters with OpenFE protocols. Here we will focus on relative\n",
     "binding free energy (RBFE) calculations, but this strategy can be used with any OpenMM-based OpenFE protocol. \n",
@@ -130,9 +130,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Recap\n",
+    "## Recap\n",
+    "\n",
+    "To recap the workflow can be reduced to the following steps:\n",
     "\n",
-    "So to recap the workflow can be reduced to the following steps:\n\n",
     "- Plan the RBFE network\n",
     "- Create a single SMIRNOFF style force field with all of the bespoke parameters for the network using the BespokeFit `combine` CLI\n",
     "- Store the force field as a string in the OpenFE protocol under the `settings.forcefield_settings.small_molecule_forcefield` field\n",
@@ -144,7 +145,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "asapdiscovery",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -158,9 +159,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.6"
+   "version": "3.13.14"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
diff --git a/cookbook/choose_protocol.ipynb b/cookbook/choose_protocol.ipynb
index 8221d8cf..6e2c44b4 100644
--- a/cookbook/choose_protocol.ipynb
+++ b/cookbook/choose_protocol.ipynb
@@ -10,7 +10,7 @@
     "tags": []
    },
    "source": [
-    "# Choose and Configure a Protocol"
+    "# Choose and configure a protocol"
    ]
   },
   {
@@ -594,7 +594,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.10"
+   "version": "3.13.14"
   },
   "widgets": {
    "application/vnd.jupyter.widget-state+json": {
diff --git a/cookbook/create_alchemical_network.ipynb b/cookbook/create_alchemical_network.ipynb
index 58ccc0b3..2803edcf 100644
--- a/cookbook/create_alchemical_network.ipynb
+++ b/cookbook/create_alchemical_network.ipynb
@@ -5,7 +5,7 @@
    "id": "b89fdb9a-24fe-4aeb-9390-a359dae6cc9b",
    "metadata": {},
    "source": [
-    "# Create an Alchemical Network"
+    "# Create an `AlchemicalNetwork` manually"
    ]
   },
   {
diff --git a/cookbook/generate_ligand_network.ipynb b/cookbook/generate_ligand_network.ipynb
index 7afe9995..3675c925 100644
--- a/cookbook/generate_ligand_network.ipynb
+++ b/cookbook/generate_ligand_network.ipynb
@@ -5,7 +5,7 @@
    "id": "035c0099-6892-4ed2-b0d6-80b1c247c1e7",
    "metadata": {},
    "source": [
-    "# Planning a Ligand Network"
+    "# Plan a `LigandNetwork`"
    ]
   },
   {
diff --git a/cookbook/hand_write_ligand_network.ipynb b/cookbook/hand_write_ligand_network.ipynb
index b603824f..cd9891ab 100644
--- a/cookbook/hand_write_ligand_network.ipynb
+++ b/cookbook/hand_write_ligand_network.ipynb
@@ -5,7 +5,7 @@
    "id": "bf739d70-3249-42b3-a352-8a41f8f8c667",
    "metadata": {},
    "source": [
-    "# Explicitly Defining Ligand Networks"
+    "# Define a `LigandNetwork` explicitly"
    ]
   },
   {
diff --git a/cookbook/ligandnetwork_vis.ipynb b/cookbook/ligandnetwork_vis.ipynb
index 13076054..3e976950 100644
--- a/cookbook/ligandnetwork_vis.ipynb
+++ b/cookbook/ligandnetwork_vis.ipynb
@@ -10,7 +10,7 @@
     "tags": []
    },
    "source": [
-    "# Visualizing Ligand Networks"
+    "# Visualize a `LigandNetwork`"
    ]
   },
   {
diff --git a/cookbook/loading_molecules.ipynb b/cookbook/loading_molecules.ipynb
index 8e583a4b..e22783a9 100644
--- a/cookbook/loading_molecules.ipynb
+++ b/cookbook/loading_molecules.ipynb
@@ -13,8 +13,8 @@
    "source": [
     ".. _Loading Molecules:\n",
     "\n",
-    "Loading Molecules and Chemical Systems\n",
-    "======================================"
+    "Load molecules and create a ``ChemicalSystem``\n",
+    "=============================================="
    ]
   },
   {
@@ -28,7 +28,7 @@
     "tags": []
    },
    "source": [
-    "# Loading Molecules and Chemical Systems"
+    "# Load molecules and create a `ChemicalSystem`"
    ]
   },
   {
diff --git a/cookbook/network_from_orion_fepp.ipynb b/cookbook/network_from_orion_fepp.ipynb
index 301058b0..4dbaaa48 100644
--- a/cookbook/network_from_orion_fepp.ipynb
+++ b/cookbook/network_from_orion_fepp.ipynb
@@ -5,7 +5,7 @@
    "id": "4197d26d-c9e2-47ca-8d19-8372568371d8",
    "metadata": {},
    "source": [
-    "# Loading Ligand Networks Exported by Orion or FEP+"
+    "# Import a `LigandNetwork` from Orion or FEP+"
    ]
   },
   {
diff --git a/cookbook/repairing_broken_networks.ipynb b/cookbook/repairing_broken_networks.ipynb
index 8fb310c4..4b4b67ed 100644
--- a/cookbook/repairing_broken_networks.ipynb
+++ b/cookbook/repairing_broken_networks.ipynb
@@ -5,7 +5,7 @@
    "id": "ca95f143-c048-462b-9cf3-9304842c0cba",
    "metadata": {},
    "source": [
-    "# Repairing a broken ligand network\n",
+    "# Repair a disconnected ligand network\n",
     "\n",
     "In a relative binding free energy (RBFE) campaign, some `Transformations` may fail.\n",
     "If enough fail, the ligand network can become disconnected, and the ligands can no longer all be ranked against one another.\n",
diff --git a/cookbook/rfe_alchemical_planners.ipynb b/cookbook/rfe_alchemical_planners.ipynb
index dcdc3bf3..bbd015f2 100644
--- a/cookbook/rfe_alchemical_planners.ipynb
+++ b/cookbook/rfe_alchemical_planners.ipynb
@@ -5,7 +5,7 @@
    "id": "b89fdb9a-24fe-4aeb-9390-a359dae6cc9b",
    "metadata": {},
    "source": [
-    "# Relative Free Energy Alchemical Network Planners"
+    "# Create an `AlchemicalNetwork` with a planner"
    ]
   },
   {
diff --git a/cookbook/user_charges.ipynb b/cookbook/user_charges.ipynb
index 7919ce2a..b6bfc72d 100644
--- a/cookbook/user_charges.ipynb
+++ b/cookbook/user_charges.ipynb
@@ -3,15 +3,9 @@
   {
    "cell_type": "markdown",
    "id": "088a1bc4-e5f3-47ac-8ebf-1a904fa82f80",
-   "metadata": {
-    "nbsphinx": "hidden",
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
+   "metadata": {},
    "source": [
-    "# Assigning partial charges to small molecules"
+    "# Assign partial charges to small molecules"
    ]
   },
   {
diff --git a/membranes/packmol_memgen_setup.ipynb b/membranes/packmol_memgen_setup.ipynb
index 60e430a9..1fb6be90 100644
--- a/membranes/packmol_memgen_setup.ipynb
+++ b/membranes/packmol_memgen_setup.ipynb
@@ -5,7 +5,7 @@
    "id": "814578a2-71ad-4d3d-9004-221a0f66fe87",
    "metadata": {},
    "source": [
-    "# Membrane Protein RBFE with packmol-memgen and OpenFE\n",
+    "# Prepare a membrane protein system with packmol-memgen\n",
     "\n",
     "This tutorial walks through setting up a Relative Binding Free Energy (RBFE) simulation for a membrane-embedded protein using:\n",
     "- `packmol-memgen`: to build the lipid bilayer system\n",
@@ -717,7 +717,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.13"
+   "version": "3.13.14"
   }
  },
  "nbformat": 4,