diff --git a/docs/griptape-framework/misc/src/events_4.py b/docs/griptape-framework/misc/src/events_4.py
index 6dc2d3a6c..27bb3c5a8 100644
--- a/docs/griptape-framework/misc/src/events_4.py
+++ b/docs/griptape-framework/misc/src/events_4.py
@@ -1,15 +1,22 @@
-from griptape.structures import Pipeline
-from griptape.tasks import ToolkitTask
+import logging
+
+from griptape.config import config
+from griptape.structures import Agent
 from griptape.tools import PromptSummaryTool, WebScraperTool
 from griptape.utils import Stream
 
-pipeline = Pipeline()
-pipeline.add_tasks(
-    ToolkitTask(
-        "Based on https://griptape.ai, tell me what griptape is.",
-        tools=[WebScraperTool(off_prompt=True), PromptSummaryTool(off_prompt=False)],
-    )
+# Hide Griptape's usual output
+logging.getLogger(config.logging_config.logger_name).setLevel(logging.ERROR)
+
+agent = Agent(
+    input="Based on https://griptape.ai, tell me what griptape is.",
+    tools=[
+        PromptSummaryTool(off_prompt=True),
+        WebScraperTool(off_prompt=False),
+    ],
+    stream=True,
 )
 
-for artifact in Stream(pipeline).run():
+
+for artifact in Stream(agent).run():
     print(artifact.value, end="", flush=True)
diff --git a/docs/griptape-framework/structures/src/config_8.py b/docs/griptape-framework/structures/src/config_8.py
index 909a2d5d9..999911b25 100644
--- a/docs/griptape-framework/structures/src/config_8.py
+++ b/docs/griptape-framework/structures/src/config_8.py
@@ -5,7 +5,7 @@
 custom_config = AmazonBedrockDriverConfig()
 dict_config = custom_config.to_dict()
 # Use OpenAi for embeddings
-dict_config["embedding"] = {
+dict_config["embedding_driver"] = {
     "base_url": None,
     "model": "text-embedding-3-small",
     "organization": None,