diff --git a/src/AoC_2024/Dazbo's_Advent_of_Code_2024.ipynb b/src/AoC_2024/Dazbo's_Advent_of_Code_2024.ipynb
index 228a06c..79c8170 100644
--- a/src/AoC_2024/Dazbo's_Advent_of_Code_2024.ipynb
+++ b/src/AoC_2024/Dazbo's_Advent_of_Code_2024.ipynb
@@ -9215,7 +9215,20 @@
     "- Generates a single _sum_ output.\n",
     "- Generates a single carry output (C<sub>out</sub>).\n",
     "\n",
-    "A single adder looks like this:\n",
+    "So we can think of an adder as taking 3 inputs and having two outputs. One output is the sum of binary digits for this _column_, and the other output is the carry-over digit, to be added to the next column.\n",
+    "\n",
+    "For example, if we want to add two 1-bit numbers like this:\n",
+    "\n",
+    "```text\n",
+    "\n",
+    "Carry         1     0\n",
+    "Input x          1\n",
+    "Input y          1\n",
+    "                ---\n",
+    "Result           0\n",
+    "```\n",
+    "\n",
+    "A single adder can be depicted like this:\n",
     "\n",
     "<img src=\"https://aoc.just2good.co.uk/assets/images/1-bit-fa.png\" width=\"420\" alt=\"Full Adder\" />\n",
     "\n",
@@ -9223,14 +9236,14 @@
     "\n",
     "<img src=\"https://aoc.just2good.co.uk/assets/images/ripple-adder.png\" width=\"420\" alt=\"Ripple Adder\" />\n",
     "\n",
-    "Let's turn our input data into single line readable instructions, for each output. We can use this to look for anomalies.\n",
+    "And this is how we can generate a single 5-bit number from the addition of two 4-bit numbers.\n",
     "\n",
-    "And we can visualise it too.\n"
+    "How do we relate this to the problem? Well, to implement each adder in the ripple carry adder, we need to combine a number of gates. There are a couple of ways this can be done. So let's actually visualise what our instructions are doing, and then we'll know..."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -9265,10 +9278,23 @@
     "        \n",
     "def create_vis(wires: dict):\n",
     "    dot = graphviz.Digraph(format='png', engine='dot')\n",
-    "\n",
+    "    \n",
+    "    # Define gate shapes, colors, and output styles\n",
+    "    gate_styles = {\n",
+    "        \"AND\": {\"shape\": \"invtrapezium\", \"fillcolor\": \"lightblue\"},\n",
+    "        \"OR\": {\"shape\": \"invtriangle\", \"fillcolor\": \"lightgreen\"},\n",
+    "        \"XOR\": {\"shape\": \"box\", \"fillcolor\": \"lightyellow\"},\n",
+    "    }\n",
+    "    output_styles = {\n",
+    "        \"z\": {\"fillcolor\": \"black\", \"fontcolor\": \"white\"},\n",
+    "        \"x\": {\"fillcolor\": \"blue\", \"fontcolor\": \"white\"},\n",
+    "        \"y\": {\"fillcolor\": \"red\", \"fontcolor\": \"white\"},\n",
+    "    }\n",
+    "    \n",
     "    # Add operand nodes (inputs/outputs) as circles\n",
     "    for wire in wires:\n",
-    "        dot.node(wire, wire, shape='circle')  # Circle shape for operands\n",
+    "        style = output_styles.get(wire[0], {})  # Get style based on first character\n",
+    "        dot.node(wire, wire, shape='circle', style='filled', **style)\n",
     "\n",
     "    # Add operations as nodes (gates as boxes)\n",
     "    for output in op_by_ouput:\n",
@@ -9277,14 +9303,20 @@
     "        # Create gate node in a box\n",
     "        gate_label = f'{gate}'\n",
     "        gate_name = f'{left}_{right}_{gate}'  # Unique gate name\n",
-    "        dot.node(gate_name, gate_label, shape='box')  # Box shape for operators\n",
+    "        gate_style = gate_styles.get(gate, {\"shape\": \"box\"})\n",
+    "        dot.node(gate_name, gate_label, style='filled', **gate_style)  # Box shape for operators\n",
     "\n",
     "        # Connect inputs to gate\n",
+    "        left_style = output_styles.get(left[0], {}) \n",
+    "        right_style = output_styles.get(right[0], {}) \n",
+    "        dot.node(left, left, shape='circle', style='filled', **left_style) \n",
+    "        dot.node(right, right, shape='circle', style='filled', **right_style) \n",
     "        dot.edge(left, gate_name)\n",
     "        dot.edge(right, gate_name)\n",
     "\n",
     "        # Connect gate to output\n",
-    "        dot.node(output, output, shape='circle')  # Output node as circle\n",
+    "        output_style = output_styles.get(output[0], {}) \n",
+    "        dot.node(output, output, shape='circle', style='filled', **output_style)  # Output node as circle\n",
     "        dot.edge(gate_name, output)\n",
     "\n",
     "    # Render the graph to a file\n",