diff --git a/week8/agents/specialist_agent.py b/week8/agents/specialist_agent.py
index 8ffc8ad..1bab0d5 100644
--- a/week8/agents/specialist_agent.py
+++ b/week8/agents/specialist_agent.py
@@ -15,7 +15,7 @@ class SpecialistAgent(Agent):
         Set up this Agent by creating an instance of the modal class
         """
         self.log("Specialist Agent is initializing - connecting to modal")
-        Pricer = modal.Cls.lookup("pricer-service", "Pricer")
+        Pricer = modal.Cls.from_name("pricer-service", "Pricer")
         self.pricer = Pricer()
         self.log("Specialist Agent is ready")
         
diff --git a/week8/day1.ipynb b/week8/day1.ipynb
index 5b539cd..1c54283 100644
--- a/week8/day1.ipynb
+++ b/week8/day1.ipynb
@@ -185,6 +185,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# This import may give a deprecation warning about adding local Python modules to the Image\n",
+    "# That warning can be safely ignored. You may get the same warning in other places, too..\n",
+    "\n",
     "from llama import app, generate"
    ]
   },
@@ -259,7 +262,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!modal deploy pricer_service"
+    "# You can also run \"modal deploy -m pricer_service\" at the command line in an activated environment\n",
+    "!modal deploy -m pricer_service"
    ]
   },
   {
@@ -269,7 +273,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "pricer = modal.Function.lookup(\"pricer-service\", \"price\")"
+    "pricer = modal.Function.from_name(\"pricer-service\", \"price\")"
    ]
   },
   {
@@ -279,6 +283,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# This can take a while! We'll use faster approaches shortly\n",
+    "\n",
     "pricer.remote(\"Quadcast HyperX condenser mic, connects via usb-c to your computer for crystal clear audio\")"
    ]
   },
@@ -290,6 +296,7 @@
    "outputs": [],
    "source": [
     "# You can also run \"modal deploy -m pricer_service2\" at the command line in an activated environment\n",
+    "\n",
     "!modal deploy -m pricer_service2"
    ]
   },
@@ -300,22 +307,12 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "Pricer = modal.Cls.lookup(\"pricer-service\", \"Pricer\")\n",
+    "Pricer = modal.Cls.from_name(\"pricer-service\", \"Pricer\")\n",
     "pricer = Pricer()\n",
     "reply = pricer.price.remote(\"Quadcast HyperX condenser mic, connects via usb-c to your computer for crystal clear audio\")\n",
     "print(reply)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "c29b8c58-4cb7-44b0-ab7e-6469d3a318e8",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "!pip install --upgrade modal"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "9c1b1451-6249-4462-bf2d-5937c059926c",
@@ -390,7 +387,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.11"
+   "version": "3.11.12"
   }
  },
  "nbformat": 4,