diff --git a/examples/tracing/anthropic/anthropic_tracing.ipynb b/examples/tracing/anthropic/anthropic_tracing.ipynb
index 94ccd08f..a0ad21a1 100644
--- a/examples/tracing/anthropic/anthropic_tracing.ipynb
+++ b/examples/tracing/anthropic/anthropic_tracing.ipynb
@@ -65,9 +65,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from openlayer.lib import trace_anthropic\n",
+    "from openlayer.lib import init\n",
     "\n",
-    "anthropic_client = trace_anthropic(anthropic.Anthropic())"
+    "init()\n",
+    "\n",
+    "anthropic_client = anthropic.Anthropic()  # auto-traced by Openlayer"
    ]
   },
   {
diff --git a/examples/tracing/azure-content-understanding/azure_content_understanding_tracing.ipynb b/examples/tracing/azure-content-understanding/azure_content_understanding_tracing.ipynb
index 8f3be0d9..b06553da 100644
--- a/examples/tracing/azure-content-understanding/azure_content_understanding_tracing.ipynb
+++ b/examples/tracing/azure-content-understanding/azure_content_understanding_tracing.ipynb
@@ -68,20 +68,18 @@
     "from azure.ai.contentunderstanding import ContentUnderstandingClient\n",
     "from azure.ai.contentunderstanding.models import AnalysisInput\n",
     "\n",
-    "from openlayer.lib import configure, trace_azure_content_understanding\n",
+    "from openlayer.lib import init\n",
     "\n",
-    "# Configure if you want to upload documents to Openlayer storage\n",
-    "configure(\n",
+    "# Set attachment options if you want to upload documents to Openlayer storage\n",
+    "init(\n",
     "    attachment_upload_enabled=True,   # upload binary/file attachments\n",
     "    url_upload_enabled=True,          # also download & re-upload external URLs\n",
     ")\n",
     "\n",
-    "client = trace_azure_content_understanding(\n",
-    "    ContentUnderstandingClient(\n",
-    "        endpoint=os.environ.get(\"AZURE_CONTENT_UNDERSTANDING_ENDPOINT\"),\n",
-    "        credential=AzureKeyCredential(os.environ.get(\"AZURE_CONTENT_UNDERSTANDING_KEY\")),\n",
-    "        api_version=\"2025-11-01\",\n",
-    "    )\n",
+    "client = ContentUnderstandingClient(  # auto-traced by Openlayer\n",
+    "    endpoint=os.environ.get(\"AZURE_CONTENT_UNDERSTANDING_ENDPOINT\"),\n",
+    "    credential=AzureKeyCredential(os.environ.get(\"AZURE_CONTENT_UNDERSTANDING_KEY\")),\n",
+    "    api_version=\"2025-11-01\",\n",
     ")"
    ]
   },
@@ -148,4 +146,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
\ No newline at end of file
+}
diff --git a/examples/tracing/azure-openai/azure_openai_tracing.ipynb b/examples/tracing/azure-openai/azure_openai_tracing.ipynb
index f1562c1b..b8db8897 100644
--- a/examples/tracing/azure-openai/azure_openai_tracing.ipynb
+++ b/examples/tracing/azure-openai/azure_openai_tracing.ipynb
@@ -67,14 +67,14 @@
    "source": [
     "from openai import AzureOpenAI\n",
     "\n",
-    "from openlayer.lib import trace_openai\n",
+    "from openlayer.lib import init\n",
     "\n",
-    "azure_client = trace_openai(\n",
-    "    AzureOpenAI(\n",
-    "        api_key=os.environ.get(\"AZURE_OPENAI_API_KEY\"),\n",
-    "        api_version=\"2024-02-01\",\n",
-    "        azure_endpoint=os.environ.get(\"AZURE_OPENAI_ENDPOINT\"),\n",
-    "    )\n",
+    "init()\n",
+    "\n",
+    "azure_client = AzureOpenAI(  # auto-traced by Openlayer\n",
+    "    api_key=os.environ.get(\"AZURE_OPENAI_API_KEY\"),\n",
+    "    api_version=\"2024-02-01\",\n",
+    "    azure_endpoint=os.environ.get(\"AZURE_OPENAI_ENDPOINT\"),\n",
     ")"
    ]
   },
diff --git a/examples/tracing/google-adk/google_adk_tracing.ipynb b/examples/tracing/google-adk/google_adk_tracing.ipynb
index e021a494..b6070b3d 100644
--- a/examples/tracing/google-adk/google_adk_tracing.ipynb
+++ b/examples/tracing/google-adk/google_adk_tracing.ipynb
@@ -83,10 +83,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from openlayer.lib.integrations import trace_google_adk\n",
+    "from openlayer.lib import init\n",
     "\n",
-    "# Enable tracing (must be called before creating agents)\n",
-    "trace_google_adk()"
+    "# Auto-instrument the installed LLM SDKs (must be called before creating agents)\n",
+    "init()"
    ]
   },
   {
diff --git a/examples/tracing/google-gemini/gemini_tracing.ipynb b/examples/tracing/google-gemini/gemini_tracing.ipynb
index 1367b6e3..a6505ae6 100644
--- a/examples/tracing/google-gemini/gemini_tracing.ipynb
+++ b/examples/tracing/google-gemini/gemini_tracing.ipynb
@@ -65,12 +65,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from openlayer.lib import trace_gemini\n",
+    "from openlayer.lib import init\n",
     "\n",
     "genai.configure(api_key=os.environ[\"GOOGLE_AI_API_KEY\"])\n",
     "\n",
-    "model = genai.GenerativeModel(\"gemini-2.5-flash\")\n",
-    "traced_model = trace_gemini(model)"
+    "init()\n",
+    "\n",
+    "model = genai.GenerativeModel(\"gemini-2.5-flash\")  # auto-traced by Openlayer"
    ]
   },
   {
diff --git a/examples/tracing/groq/groq_tracing.ipynb b/examples/tracing/groq/groq_tracing.ipynb
index 958e6efd..4236f23b 100644
--- a/examples/tracing/groq/groq_tracing.ipynb
+++ b/examples/tracing/groq/groq_tracing.ipynb
@@ -65,9 +65,11 @@
    "source": [
     "import groq\n",
     "\n",
-    "from openlayer.lib import trace_groq\n",
+    "from openlayer.lib import init\n",
     "\n",
-    "groq_client = trace_groq(groq.Groq())"
+    "init()\n",
+    "\n",
+    "groq_client = groq.Groq()  # auto-traced by Openlayer"
    ]
   },
   {
diff --git a/examples/tracing/litellm/litellm_tracing.ipynb b/examples/tracing/litellm/litellm_tracing.ipynb
index 98254194..06b1b532 100644
--- a/examples/tracing/litellm/litellm_tracing.ipynb
+++ b/examples/tracing/litellm/litellm_tracing.ipynb
@@ -63,10 +63,10 @@
       "metadata": {},
       "outputs": [],
       "source": [
-        "from openlayer.lib import trace_litellm\n",
+        "from openlayer.lib import init\n",
         "\n",
-        "# Enable tracing for all LiteLLM completions\n",
-        "trace_litellm()\n"
+        "# Auto-instrument the installed LLM SDKs (LiteLLM, etc.)\n",
+        "init()"
       ]
     },
     {
diff --git a/examples/tracing/mistral/mistral_tracing.ipynb b/examples/tracing/mistral/mistral_tracing.ipynb
index a0e3d408..7e680782 100644
--- a/examples/tracing/mistral/mistral_tracing.ipynb
+++ b/examples/tracing/mistral/mistral_tracing.ipynb
@@ -62,9 +62,11 @@
    "source": [
     "import mistralai\n",
     "\n",
-    "from openlayer.lib import trace_mistral\n",
+    "from openlayer.lib import init\n",
     "\n",
-    "mistral_client = trace_mistral(mistralai.Mistral(api_key=\"YOUR_MISTRAL_AI_API_KEY_HERE\"))"
+    "init()\n",
+    "\n",
+    "mistral_client = mistralai.Mistral(api_key=\"YOUR_MISTRAL_AI_API_KEY_HERE\")  # auto-traced by Openlayer"
    ]
   },
   {
diff --git a/examples/tracing/openai/openai_tracing.ipynb b/examples/tracing/openai/openai_tracing.ipynb
index a0da652f..8ee0347e 100644
--- a/examples/tracing/openai/openai_tracing.ipynb
+++ b/examples/tracing/openai/openai_tracing.ipynb
@@ -65,9 +65,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from openlayer.lib import trace_openai\n",
+    "from openlayer.lib import init\n",
     "\n",
-    "openai_client = trace_openai(openai.OpenAI())"
+    "init()\n",
+    "\n",
+    "openai_client = openai.OpenAI()  # auto-traced by Openlayer"
    ]
   },
   {
diff --git a/examples/tracing/portkey/portkey_tracing.ipynb b/examples/tracing/portkey/portkey_tracing.ipynb
index 425b9b7a..357dd398 100644
--- a/examples/tracing/portkey/portkey_tracing.ipynb
+++ b/examples/tracing/portkey/portkey_tracing.ipynb
@@ -62,10 +62,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from openlayer.lib import trace_portkey\n",
+    "from openlayer.lib import init\n",
     "\n",
-    "# Enable openlayer tracing for all Portkey completions\n",
-    "trace_portkey()"
+    "# Auto-instrument the installed LLM SDKs (Portkey, etc.)\n",
+    "init()"
    ]
   },
   {
diff --git a/examples/tracing/rag/rag_tracing.ipynb b/examples/tracing/rag/rag_tracing.ipynb
index 16263106..3216e3de 100644
--- a/examples/tracing/rag/rag_tracing.ipynb
+++ b/examples/tracing/rag/rag_tracing.ipynb
@@ -64,7 +64,7 @@
     "from sklearn.metrics.pairwise import cosine_similarity\n",
     "from sklearn.feature_extraction.text import TfidfVectorizer\n",
     "\n",
-    "from openlayer.lib import trace, trace_openai"
+    "from openlayer.lib import init, trace"
    ]
   },
   {
@@ -76,8 +76,9 @@
    "source": [
     "class RagPipeline:\n",
     "    def __init__(self, context_path: str):\n",
-    "        # Wrap OpenAI client with Openlayer's `trace_openai` to trace it\n",
-    "        self.openai_client = trace_openai(OpenAI())\n",
+    "        # Auto-instrument the installed LLM SDKs (OpenAI, etc.)\n",
+    "        init()\n",
+    "        self.openai_client = OpenAI()  # auto-traced by Openlayer\n",
     "\n",
     "        self.vectorizer = TfidfVectorizer()\n",
     "        with open(context_path, \"r\", encoding=\"utf-8\") as file:\n",