diff --git a/tutorials/in_depth/tutorial04_execution.ipynb b/tutorials/in_depth/tutorial04_execution.ipynb
index 8cc62da78..9d916cbee 100644
--- a/tutorials/in_depth/tutorial04_execution.ipynb
+++ b/tutorials/in_depth/tutorial04_execution.ipynb
@@ -293,6 +293,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {
     "pycharm": {
@@ -302,7 +303,11 @@
    "source": [
     "3. Compile stage: After a _Process_ has been configured, it needs to be compiled to\n",
     "become executable. After the compilation stage, the state of the _Process_ can\n",
-    "still be manipulated and inspected."
+    "still be manipulated and inspected.\n",
+    "\n",
+    "4. Execution stage: When compilation is complete, _Processes_ can be\n",
+    "executed. The execution stage ensures that the (prior) compilation stage has\n",
+    "been completed and otherwise invokes it."
    ]
   },
   {
@@ -315,6 +320,7 @@
    },
    "outputs": [],
    "source": [
+    "# Compile stage\n",
     "from lava.magma.compiler.compiler import Compiler\n",
     "from lava.magma.core.run_configs import Loihi1SimCfg\n",
     "\n",
@@ -322,32 +328,10 @@
     "compiler = Compiler()\n",
     "\n",
     "# compile the Process (and all connected Processes) into an executable\n",
-    "executable = compiler.compile(lif2, run_cfg=Loihi1SimCfg())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "4. Execution stage: When compilation is complete, _Processes_ can be\n",
-    "executed. The execution stage ensures that the (prior) compilation stage has\n",
-    "been completed and otherwise invokes it."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   },
-   "outputs": [],
-   "source": [
+    "executable = compiler.compile(lif2, run_cfg=Loihi1SimCfg())\n",
+    "\n",
+    "# Execution stage\n",
+    "\n",
     "from lava.magma.runtime.runtime import Runtime\n",
     "from lava.magma.core.run_conditions import RunSteps\n",
     "from lava.magma.runtime.message_infrastructure.message_interface_enum import ActorType\n",
diff --git a/tutorials/in_depth/tutorial05_connect_processes.ipynb b/tutorials/in_depth/tutorial05_connect_processes.ipynb
index cb4ce250e..d862f3bfc 100644
--- a/tutorials/in_depth/tutorial05_connect_processes.ipynb
+++ b/tutorials/in_depth/tutorial05_connect_processes.ipynb
@@ -125,7 +125,6 @@
     "    def run_spk(self):\n",
     "        data = np.array([1, 2])\n",
     "        self.out.send(data)\n",
-    "        print(\"Sent output data of P1: {}\".format(data))\n",
     "\n",
     "\n",
     "\n",
@@ -137,8 +136,7 @@
     "    inp: PyInPort = LavaPyType(PyInPort.VEC_DENSE, int)\n",
     "\n",
     "    def run_spk(self):\n",
-    "        in_data = self.inp.recv()\n",
-    "        print(\"Received input data for P2: {}\".format(in_data))"
+    "        in_data = self.inp.recv()"
    ]
   },
   {