diff --git a/docs/my-website/docs/guides/index.md b/docs/my-website/docs/guides/index.md
index b39234e4c8..1641600dab 100644
--- a/docs/my-website/docs/guides/index.md
+++ b/docs/my-website/docs/guides/index.md
@@ -11,34 +11,6 @@ import NavigationCards from '@site/src/components/NavigationCards';
 
 ---
 
-## Start Here
-
-<NavigationCards
-columns={3}
-items={[
-  {
-    icon: "🐍",
-    title: "SDK Quickstart",
-    description: "Install LiteLLM, make your first call, then branch into feature guides.",
-    to: "/docs/learn/sdk_quickstart",
-  },
-  {
-    icon: "🖥️",
-    title: "Gateway Quickstart",
-    description: "Start the proxy, add keys, then move into proxy-specific guides.",
-    to: "/docs/learn/gateway_quickstart",
-  },
-  {
-    icon: "🛠️",
-    title: "Need Walkthroughs?",
-    description: "Use Tutorials for end-to-end integrations instead of feature references.",
-    to: "/docs/tutorials",
-  },
-]}
-/>
-
----
-
 ## Build With LiteLLM
 
 <NavigationCards
diff --git a/docs/my-website/docs/integrations/letta.md b/docs/my-website/docs/integrations/letta.md
index 2afb82542f..9711999df5 100644
--- a/docs/my-website/docs/integrations/letta.md
+++ b/docs/my-website/docs/integrations/letta.md
@@ -920,9 +920,9 @@ for model in models:
 
 ## Resources
 
-- [Letta Documentation](https://docs.letta.ai/)
-- [LiteLLM Proxy Documentation](../proxy/quick_start.md)
-- [LiteLLM SDK Documentation](../completion/input.md)
-- [Function Calling Guide](../completion/function_call.md)
-- [Observability Setup](../observability/langfuse_integration.md)
-- [Router Configuration](../routing.md)
\ No newline at end of file
+- [Letta Documentation](https://docs.letta.com/)
+- [LiteLLM Proxy Documentation](/docs/simple_proxy)
+- [LiteLLM SDK Documentation](/docs/#litellm-python-sdk)
+- [Function Calling Guide](/docs/completion/function_call)
+- [Observability Setup](/docs/integrations/observability_integrations)
+- [Router Configuration](/docs/routing)
\ No newline at end of file
diff --git a/docs/my-website/docs/learn/index.md b/docs/my-website/docs/learn/index.md
index e36ec906f3..159c43c7d0 100644
--- a/docs/my-website/docs/learn/index.md
+++ b/docs/my-website/docs/learn/index.md
@@ -127,7 +127,7 @@ items={[
 Use these when you already know the type of doc you want.
 
 <NavigationCards
-columns={3}
+columns={2}
 items={[
   {
     icon: "📚",
@@ -141,12 +141,6 @@ items={[
     description: "Step-by-step integrations.",
     to: "/docs/tutorials",
   },
-  {
-    icon: "🌐",
-    title: "Providers",
-    description: "Provider-specific auth and params.",
-    to: "/docs/providers",
-  },
 ]}
 />
 
diff --git a/docs/my-website/docs/tutorials/index.md b/docs/my-website/docs/tutorials/index.md
index 9c3fc7a35b..7f80cc760e 100644
--- a/docs/my-website/docs/tutorials/index.md
+++ b/docs/my-website/docs/tutorials/index.md
@@ -11,34 +11,6 @@ import NavigationCards from '@site/src/components/NavigationCards';
 
 ---
 
-## Start Here
-
-<NavigationCards
-columns={3}
-items={[
-  {
-    icon: "🐍",
-    title: "SDK Quickstart",
-    description: "Use this if you want to make your first LiteLLM call before following integration tutorials.",
-    to: "/docs/learn/sdk_quickstart",
-  },
-  {
-    icon: "🖥️",
-    title: "Gateway Quickstart",
-    description: "Use this if your tutorial depends on the LiteLLM proxy or shared infrastructure.",
-    to: "/docs/learn/gateway_quickstart",
-  },
-  {
-    icon: "📚",
-    title: "Need Feature References?",
-    description: "Use Guides when you know the capability you need and just want the doc for it.",
-    to: "/docs/guides",
-  },
-]}
-/>
-
----
-
 ## Getting Started
 
 <NavigationCards
@@ -74,8 +46,14 @@ items={[
   },
   {
     icon: "🐍",
-    title: "Provider Tutorials",
-    description: "Set up Azure OpenAI, HuggingFace, TogetherAI, local models, Gradio, and more.",
+    title: "Python SDK",
+    description: "Gradio, fallbacks, provider-specific params — no proxy required.",
+    to: "/docs/tutorials/python_sdk",
+  },
+  {
+    icon: "🔌",
+    title: "Provider Setup",
+    description: "Azure OpenAI, HuggingFace, TogetherAI, local models, and more.",
     to: "/docs/tutorials/provider_tutorials",
   },
 ]}
@@ -83,38 +61,38 @@ items={[
 
 ---
 
-## Production
+## Proxy
 
 <NavigationCards
 columns={2}
 items={[
   {
-    icon: "🖥️",
-    title: "Proxy & Gateway",
-    description: "Access control, SSO, SCIM, tag management, and prompt caching.",
-    to: "/docs/tutorials/proxy_gateway",
+    icon: "👥",
+    title: "Proxy: Admin & Access",
+    description: "User and team management, SSO, SCIM, and routing rules.",
+    to: "/docs/tutorials/proxy_admin_access",
   },
   {
-    icon: "🔍",
-    title: "Observability & Safety",
-    description: "Logging to Elasticsearch, Aporia guardrails, Presidio PII masking, and evaluation suites.",
-    to: "/docs/tutorials/observability_safety",
+    icon: "🛡️",
+    title: "Proxy: Features & Safety",
+    description: "Prompt caching, passthrough APIs, realtime, guardrails, and PII masking.",
+    to: "/docs/tutorials/proxy_features_safety",
   },
 ]}
 />
 
 ---
 
-## Advanced Features
+## Observability & Evaluation
 
 <NavigationCards
 columns={2}
 items={[
   {
-    icon: "⚙️",
-    title: "Advanced Features",
-    description: "Model fallbacks, provider-specific parameters, and realtime audio.",
-    to: "/docs/tutorials/advanced_features",
+    icon: "🔍",
+    title: "Observability & Evaluation",
+    description: "Logging to Elasticsearch, benchmarking, and evaluation suites.",
+    to: "/docs/tutorials/observability_evaluation",
   },
 ]}
 />
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 7c15b3384d..95dfcd99e0 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -138,14 +138,13 @@ const sidebars = {
         },
         "tutorials/opencode_integration",
         "tutorials/openclaw_integration",
-        "tutorials/cost_tracking_coding",
         "tutorials/cursor_integration",
         "tutorials/github_copilot_integration",
         "tutorials/litellm_gemini_cli",
-        "tutorials/google_genai_sdk",
         "tutorials/litellm_qwen_code_cli",
         "tutorials/openai_codex",
-        "tutorials/retool_assist"
+        "tutorials/retool_assist",
+        "tutorials/cost_tracking_coding"
       ]
     },
     {
@@ -162,6 +161,7 @@ const sidebars = {
         "tutorials/claude_agent_sdk",
         "tutorials/copilotkit_sdk",
         "tutorials/google_adk",
+        "tutorials/google_genai_sdk",
         "tutorials/livekit_xai_realtime",
         { type: "doc", id: "tutorials/instructor", label: "Instructor with LiteLLM" },
         { type: "doc", id: "langchain/langchain", label: "LangChain with LiteLLM" },
@@ -1085,6 +1085,7 @@ const sidebars = {
             "projects/Codium PR Agent",
             "projects/Prompt2Model",
             "projects/SalesGPT",
+            "projects/Softgen",
             "projects/Quivr",
             "projects/Langstream",
             "projects/Otter",
@@ -1339,80 +1340,93 @@ const learnSidebar = {
         },
         {
           type: "category",
-          label: "Provider Tutorials",
+          label: "Python SDK",
           collapsed: true,
           link: {
             type: "generated-index",
-            title: "Provider Tutorials",
-            description: "Set up Azure OpenAI, HuggingFace, TogetherAI, local models, and more",
+            title: "Python SDK",
+            description: "Tutorials using only the Python SDK — no proxy server required",
+            slug: "/tutorials/python_sdk"
+          },
+          items: [
+            "tutorials/gradio_integration",
+            "tutorials/provider_specific_params",
+            "tutorials/model_fallbacks",
+            "tutorials/fallbacks",
+          ],
+        },
+        {
+          type: "category",
+          label: "Provider Setup",
+          collapsed: true,
+          link: {
+            type: "generated-index",
+            title: "Provider Setup",
+            description: "Connect LiteLLM to Azure OpenAI, HuggingFace, TogetherAI, local models, and more",
             slug: "/tutorials/provider_tutorials"
           },
           items: [
             "tutorials/azure_openai",
             "tutorials/TogetherAI_liteLLM",
-            "tutorials/huggingface_codellama",
             "tutorials/huggingface_tutorial",
+            "tutorials/huggingface_codellama",
             "tutorials/finetuned_chat_gpt",
-            "tutorials/gradio_integration",
-            "tutorials/compare_llms",
-            "tutorials/litellm_Test_Multiple_Providers",
             "tutorials/oobabooga",
           ],
         },
         {
           type: "category",
-          label: "Proxy & Gateway",
+          label: "Proxy: Admin & Access",
           collapsed: true,
           link: {
             type: "generated-index",
-            title: "Proxy & Gateway",
-            description: "Access control, SSO, SCIM, tag management, and prompt caching",
-            slug: "/tutorials/proxy_gateway"
+            title: "Proxy: Admin & Access",
+            description: "User and team management, SSO, SCIM, and routing rules",
+            slug: "/tutorials/proxy_admin_access"
           },
           items: [
             "tutorials/default_team_self_serve",
             "tutorials/msft_sso",
             "tutorials/scim_litellm",
             "tutorials/tag_management",
-            "tutorials/prompt_caching",
-            "tutorials/anthropic_file_usage",
           ],
         },
         {
           type: "category",
-          label: "Observability & Safety",
+          label: "Proxy: Features & Safety",
           collapsed: true,
           link: {
             type: "generated-index",
-            title: "Observability & Safety",
-            description: "Logging, guardrails, PII masking, and evaluation suites",
-            slug: "/tutorials/observability_safety"
+            title: "Proxy: Features & Safety",
+            description: "Prompt caching, passthrough APIs, realtime, guardrails, and PII masking",
+            slug: "/tutorials/proxy_features_safety"
+          },
+          items: [
+            "tutorials/prompt_caching",
+            "tutorials/anthropic_file_usage",
+            "tutorials/gemini_realtime_with_audio",
+            "tutorials/litellm_proxy_aporia",
+            "tutorials/presidio_pii_masking",
+          ],
+        },
+        {
+          type: "category",
+          label: "Observability & Evaluation",
+          collapsed: true,
+          link: {
+            type: "generated-index",
+            title: "Observability & Evaluation",
+            description: "Logging, monitoring, benchmarking, and evaluation suites",
+            slug: "/tutorials/observability_evaluation"
           },
           items: [
             "tutorials/elasticsearch_logging",
-            "tutorials/litellm_proxy_aporia",
-            "tutorials/presidio_pii_masking",
+            "tutorials/compare_llms",
+            "tutorials/litellm_Test_Multiple_Providers",
             "tutorials/eval_suites",
             "tutorials/lm_evaluation_harness",
           ],
         },
-        {
-          type: "category",
-          label: "Advanced Features",
-          collapsed: true,
-          link: {
-            type: "generated-index",
-            title: "Advanced Features",
-            description: "Model fallbacks, provider-specific params, and realtime audio",
-            slug: "/tutorials/advanced_features"
-          },
-          items: [
-            "tutorials/model_fallbacks",
-            "tutorials/fallbacks",
-            "tutorials/provider_specific_params",
-            "tutorials/gemini_realtime_with_audio",
-          ],
-        },
       ],
     },
   ],