diff --git a/doc/code/scenarios/0_scenarios.ipynb b/doc/code/scenarios/0_scenarios.ipynb
index a68def78b7..82d2c1bc76 100644
--- a/doc/code/scenarios/0_scenarios.ipynb
+++ b/doc/code/scenarios/0_scenarios.ipynb
@@ -422,7 +422,7 @@
     "logging.getLogger(\"pyrit\").setLevel(logging.ERROR)\n",
     "\n",
     "response = await get_scenario_service().list_scenarios_async(limit=200)  # type: ignore\n",
-    "print_scenario_list(items=[s.model_dump() for s in response.items])"
+    "print_scenario_list(items=response.items)"
    ]
   },
   {
diff --git a/doc/code/scenarios/0_scenarios.py b/doc/code/scenarios/0_scenarios.py
index e9ee9d603f..1a6fc2a0bf 100644
--- a/doc/code/scenarios/0_scenarios.py
+++ b/doc/code/scenarios/0_scenarios.py
@@ -168,7 +168,7 @@ async def _build_atomic_attacks_async(self, *, context):
 logging.getLogger("pyrit").setLevel(logging.ERROR)
 
 response = await get_scenario_service().list_scenarios_async(limit=200)  # type: ignore
-print_scenario_list(items=[s.model_dump() for s in response.items])
+print_scenario_list(items=response.items)
 
 # %% [markdown]
 #
diff --git a/doc/code/scenarios/2_custom_scenario_parameters.ipynb b/doc/code/scenarios/2_custom_scenario_parameters.ipynb
index 775635fa08..237a69eb62 100644
--- a/doc/code/scenarios/2_custom_scenario_parameters.ipynb
+++ b/doc/code/scenarios/2_custom_scenario_parameters.ipynb
@@ -464,7 +464,7 @@
     "# Supported Parameters section is visible in one and absent in the other.\n",
     "demo_names = {\"airt.scam\", \"foundry.red_team_agent\"}\n",
     "response = await get_scenario_service().list_scenarios_async(limit=200)  # type: ignore\n",
-    "print_scenario_list(items=[s.model_dump() for s in response.items if s.scenario_name in demo_names])"
+    "print_scenario_list(items=[s for s in response.items if s.scenario_name in demo_names])"
    ]
   },
   {
diff --git a/doc/code/scenarios/2_custom_scenario_parameters.py b/doc/code/scenarios/2_custom_scenario_parameters.py
index 0481206a91..4605eed057 100644
--- a/doc/code/scenarios/2_custom_scenario_parameters.py
+++ b/doc/code/scenarios/2_custom_scenario_parameters.py
@@ -198,7 +198,7 @@
 # Supported Parameters section is visible in one and absent in the other.
 demo_names = {"airt.scam", "foundry.red_team_agent"}
 response = await get_scenario_service().list_scenarios_async(limit=200)  # type: ignore
-print_scenario_list(items=[s.model_dump() for s in response.items if s.scenario_name in demo_names])
+print_scenario_list(items=[s for s in response.items if s.scenario_name in demo_names])
 
 # %% [markdown]
 # Notice the `Supported Parameters:` section under `airt.scam`. It's absent
diff --git a/doc/code/targets/6_custom_targets.ipynb b/doc/code/targets/6_custom_targets.ipynb
index b1aec36f3f..4cbeeff8c3 100644
--- a/doc/code/targets/6_custom_targets.ipynb
+++ b/doc/code/targets/6_custom_targets.ipynb
@@ -174,7 +174,7 @@
     ")\n",
     "adversarial_config = AttackAdversarialConfig(\n",
     "    target=aoai_chat,\n",
-    "    seed_prompt=initial_red_teaming_prompt,\n",
+    "    first_message=initial_red_teaming_prompt,\n",
     ")\n",
     "\n",
     "gandalf_target = GandalfTarget(level=gandalf_level)\n",
diff --git a/doc/code/targets/6_custom_targets.py b/doc/code/targets/6_custom_targets.py
index a928db7781..5e0d6a1422 100644
--- a/doc/code/targets/6_custom_targets.py
+++ b/doc/code/targets/6_custom_targets.py
@@ -72,7 +72,7 @@
 )
 adversarial_config = AttackAdversarialConfig(
     target=aoai_chat,
-    seed_prompt=initial_red_teaming_prompt,
+    first_message=initial_red_teaming_prompt,
 )
 
 gandalf_target = GandalfTarget(level=gandalf_level)