diff --git a/docs/cookbooks/overview.mdx b/docs/cookbooks/overview.mdx
index 896844ddc..2f52a8305 100644
--- a/docs/cookbooks/overview.mdx
+++ b/docs/cookbooks/overview.mdx
@@ -16,16 +16,32 @@ Here are some examples of how Mem0 can be integrated into various applications:
 ## Essentials
 
 <CardGroup cols={2}>
-  <Card title="Build a Companion with Mem0" icon="users" href="/cookbooks/essentials/building-ai-companion">
+  <Card
+    title="Build a Companion with Mem0"
+    icon="users"
+    href="/cookbooks/essentials/building-ai-companion"
+  >
     Learn core memory lifecycle patterns.
   </Card>
-  <Card title="Partition Memories by Entity" icon="layers" href="/cookbooks/essentials/entity-partitioning-playbook">
+  <Card
+    title="Partition Memories by Entity"
+    icon="server"
+    href="/cookbooks/essentials/entity-partitioning-playbook"
+  >
     Balance personalization with consistent behavior across users, agents, and apps.
   </Card>
-  <Card title="Control Memory Ingestion" icon="filter" href="/cookbooks/essentials/controlling-memory-ingestion">
+  <Card
+    title="Control Memory Ingestion"
+    icon="filter"
+    href="/cookbooks/essentials/controlling-memory-ingestion"
+  >
     Filter speculation and low-confidence data.
   </Card>
-  <Card title="Set Memory Expiration" icon="timer" href="/cookbooks/essentials/memory-expiration-short-and-long-term">
+  <Card
+    title="Set Memory Expiration"
+    icon="timer"
+    href="/cookbooks/essentials/memory-expiration-short-and-long-term"
+  >
     Short-term vs long-term retention strategies.
   </Card>
 </CardGroup>
@@ -36,10 +52,18 @@ Here are some examples of how Mem0 can be integrated into various applications:
   <Card title="Interactive Memory Demo" icon="rocket" href="/cookbooks/companions/quickstart-demo">
     See Mem0 memories in action.
   </Card>
-  <Card title="Research Assistant for YouTube" icon="video" href="/cookbooks/companions/youtube-research">
+  <Card
+    title="Research Assistant for YouTube"
+    icon="video"
+    href="/cookbooks/companions/youtube-research"
+  >
     Personalized context for video browsing.
   </Card>
-  <Card title="Voice-First AI Companion" icon="microphone" href="/cookbooks/companions/voice-companion-openai">
+  <Card
+    title="Voice-First AI Companion"
+    icon="microphone"
+    href="/cookbooks/companions/voice-companion-openai"
+  >
     Voice-first experiences with Agents SDK.
   </Card>
   <Card title="Personalized AI Tutor" icon="graduation-cap" href="/cookbooks/companions/ai-tutor">
@@ -51,7 +75,11 @@ Here are some examples of how Mem0 can be integrated into various applications:
   <Card title="Build a Node.js Companion" icon="js" href="/cookbooks/companions/nodejs-companion">
     JavaScript fitness coach remembering goals.
   </Card>
-  <Card title="Self-Hosted AI Companion" icon="server" href="/cookbooks/companions/local-companion-ollama">
+  <Card
+    title="Self-Hosted AI Companion"
+    icon="server"
+    href="/cookbooks/companions/local-companion-ollama"
+  >
     Run Mem0 end-to-end with Ollama.
   </Card>
 </CardGroup>
@@ -59,19 +87,39 @@ Here are some examples of how Mem0 can be integrated into various applications:
 ## Ops & Automations
 
 <CardGroup cols={2}>
-  <Card title="Automated Email Intelligence" icon="envelope" href="/cookbooks/operations/email-automation">
+  <Card
+    title="Automated Email Intelligence"
+    icon="envelope"
+    href="/cookbooks/operations/email-automation"
+  >
     Capture and recall inbox threads.
   </Card>
-  <Card title="Content Creation Workflow" icon="pencil" href="/cookbooks/operations/content-writing">
+  <Card
+    title="Content Creation Workflow"
+    icon="pencil"
+    href="/cookbooks/operations/content-writing"
+  >
     Store tone and style guidelines.
   </Card>
-  <Card title="Multi-Session Research Agent" icon="magnifying-glass" href="/cookbooks/operations/deep-research">
+  <Card
+    title="Multi-Session Research Agent"
+    icon="magnifying-glass"
+    href="/cookbooks/operations/deep-research"
+  >
     Multi-session investigations without repeating.
   </Card>
-  <Card title="Memory-Powered Support Agent" icon="headset" href="/cookbooks/operations/support-inbox">
+  <Card
+    title="Memory-Powered Support Agent"
+    icon="headset"
+    href="/cookbooks/operations/support-inbox"
+  >
     Past tickets at support fingertips.
   </Card>
-  <Card title="Collaborative Task Assistant" icon="users" href="/cookbooks/operations/team-task-agent">
+  <Card
+    title="Collaborative Task Assistant"
+    icon="users"
+    href="/cookbooks/operations/team-task-agent"
+  >
     Coordinate multi-user projects with roles.
   </Card>
 </CardGroup>
@@ -79,25 +127,49 @@ Here are some examples of how Mem0 can be integrated into various applications:
 ## Integrations & Platforms
 
 <CardGroup cols={2}>
-  <Card title="Memory-Powered Agent SDK" icon="robot" href="/cookbooks/integrations/agents-sdk-tool">
+  <Card
+    title="Memory-Powered Agent SDK"
+    icon="robot"
+    href="/cookbooks/integrations/agents-sdk-tool"
+  >
     Callable tools inside agent workflows.
   </Card>
-  <Card title="Memory as OpenAI Tool" icon="wrench" href="/cookbooks/integrations/openai-tool-calls">
+  <Card
+    title="Memory as OpenAI Tool"
+    icon="wrench"
+    href="/cookbooks/integrations/openai-tool-calls"
+  >
     Memories in function-calling flows.
   </Card>
   <Card title="Persistent Mastra Agents" icon="code" href="/cookbooks/integrations/mastra-agent">
     Persistent memory for Mastra agents.
   </Card>
-  <Card title="Healthcare Coach with ADK" icon="heart-pulse" href="/cookbooks/integrations/healthcare-google-adk">
+  <Card
+    title="Healthcare Coach with ADK"
+    icon="heart-pulse"
+    href="/cookbooks/integrations/healthcare-google-adk"
+  >
     Patient history across ADK sessions.
   </Card>
-  <Card title="Search with Personal Context" icon="search" href="/cookbooks/integrations/tavily-search">
+  <Card
+    title="Search with Personal Context"
+    icon="search"
+    href="/cookbooks/integrations/tavily-search"
+  >
     Realtime search with personal context.
   </Card>
-  <Card title="Bedrock with Persistent Memory" icon="aws" href="/cookbooks/integrations/aws-bedrock">
+  <Card
+    title="Bedrock with Persistent Memory"
+    icon="aws"
+    href="/cookbooks/integrations/aws-bedrock"
+  >
     Mem0 with AWS Bedrock and Neptune.
   </Card>
-  <Card title="Graph Memory on Neptune" icon="network-wired" href="/cookbooks/integrations/neptune-analytics">
+  <Card
+    title="Graph Memory on Neptune"
+    icon="network-wired"
+    href="/cookbooks/integrations/neptune-analytics"
+  >
     Graph memory with Neptune Analytics.
   </Card>
 </CardGroup>
@@ -108,13 +180,25 @@ Here are some examples of how Mem0 can be integrated into various applications:
   <Card title="ReAct Agents with Memory" icon="brain" href="/cookbooks/frameworks/llamaindex-react">
     ReAct agents with memory storage.
   </Card>
-  <Card title="Multi-Agent Collaboration" icon="users" href="/cookbooks/frameworks/llamaindex-multiagent">
+  <Card
+    title="Multi-Agent Collaboration"
+    icon="users"
+    href="/cookbooks/frameworks/llamaindex-multiagent"
+  >
     Shared memory across collaborating agents.
   </Card>
-  <Card title="Visual Memory Retrieval" icon="image" href="/cookbooks/frameworks/multimodal-retrieval">
+  <Card
+    title="Visual Memory Retrieval"
+    icon="image"
+    href="/cookbooks/frameworks/multimodal-retrieval"
+  >
     Visual context alongside text conversations.
   </Card>
-  <Card title="Persistent Eliza Characters" icon="robot" href="/cookbooks/frameworks/eliza-os-character">
+  <Card
+    title="Persistent Eliza Characters"
+    icon="robot"
+    href="/cookbooks/frameworks/eliza-os-character"
+  >
     Persistent personality for Eliza agents.
   </Card>
   <Card title="Browser Extension Memory" icon="globe" href="/cookbooks/frameworks/chrome-extension">
@@ -134,7 +218,11 @@ All cookbooks follow a standardized template to ensure consistency and quality.
   <Card title="Cookbook Template" icon="book-open" href="/templates/cookbook_template">
     Follow this structure for narrative, end-to-end Mem0 workflows.
   </Card>
-  <Card title="Contribution Guide" icon="github" href="https://github.com/mem0ai/mem0/blob/main/CONTRIBUTING.md">
+  <Card
+    title="Contribution Guide"
+    icon="github"
+    href="https://github.com/mem0ai/mem0/blob/main/CONTRIBUTING.md"
+  >
     Learn how to submit your cookbook to the Mem0 repository.
   </Card>
 </CardGroup>
diff --git a/docs/docs.json b/docs/docs.json
index ab9f22d91..332c3a331 100644
--- a/docs/docs.json
+++ b/docs/docs.json
@@ -24,9 +24,7 @@
                   {
                     "group": "Start Here",
                     "icon": "home",
-                    "pages": [
-                      "introduction"
-                    ]
+                    "pages": ["introduction"]
                   }
                 ]
               },
@@ -107,9 +105,7 @@
                   {
                     "group": "Support & Troubleshooting",
                     "icon": "life-buoy",
-                    "pages": [
-                      "platform/faqs"
-                    ]
+                    "pages": ["platform/faqs"]
                   },
                   {
                     "group": "Migration Guide",
@@ -123,9 +119,7 @@
                   {
                     "group": "Contribute",
                     "icon": "clipboard-list",
-                    "pages": [
-                      "platform/contribute"
-                    ]
+                    "pages": ["platform/contribute"]
                   }
                 ]
               },
@@ -280,10 +274,7 @@
                   {
                     "group": "Community & Support",
                     "icon": "users",
-                    "pages": [
-                      "contributing/development",
-                      "contributing/documentation"
-                    ]
+                    "pages": ["contributing/development", "contributing/documentation"]
                   }
                 ]
               },
@@ -307,9 +298,7 @@
                   {
                     "group": "Getting Started",
                     "icon": "lightbulb",
-                    "pages": [
-                      "cookbooks/overview"
-                    ]
+                    "pages": ["cookbooks/overview"]
                   },
                   {
                     "group": "Essentials",
@@ -380,9 +369,7 @@
                   {
                     "group": "Overview",
                     "icon": "plug",
-                    "pages": [
-                      "integrations"
-                    ]
+                    "pages": ["integrations"]
                   },
                   {
                     "group": "Agent Frameworks",
@@ -412,9 +399,7 @@
                   {
                     "group": "Cloud & Infrastructure",
                     "icon": "cloud",
-                    "pages": [
-                      "integrations/aws-bedrock"
-                    ]
+                    "pages": ["integrations/aws-bedrock"]
                   },
                   {
                     "group": "Developer Tools",
@@ -436,10 +421,7 @@
                   {
                     "group": "Getting Started",
                     "icon": "rocket",
-                    "pages": [
-                      "api-reference",
-                      "api-reference/organizations-projects"
-                    ]
+                    "pages": ["api-reference", "api-reference/organizations-projects"]
                   },
                   {
                     "group": "Core Memory Operations",
@@ -516,16 +498,12 @@
                   {
                     "group": "Changelog",
                     "icon": "rocket",
-                    "pages": [
-                      "changelog"
-                    ]
+                    "pages": ["changelog"]
                   },
                   {
                     "group": "Legacy Docs",
                     "icon": "archive",
-                    "pages": [
-                      "v0x/introduction"
-                    ]
+                    "pages": ["v0x/introduction"]
                   }
                 ]
               }
@@ -546,11 +524,7 @@
                   {
                     "group": "Getting Started",
                     "icon": "rocket",
-                    "pages": [
-                      "v0x/introduction",
-                      "v0x/quickstart",
-                      "v0x/faqs"
-                    ]
+                    "pages": ["v0x/introduction", "v0x/quickstart", "v0x/faqs"]
                   },
                   {
                     "group": "Core Concepts",
@@ -813,6 +787,10 @@
       "source": "/examples/ai_companion_js",
       "destination": "/cookbooks/companions/nodejs-companion"
     },
+    {
+      "source": "/cookbooks/essentials/building-ai-with-personality",
+      "destination": "cookbooks/essentials/entity-partitioning-playbook"
+    },
     {
       "source": "/examples/mem0-demo",
       "destination": "/cookbooks/companions/quickstart-demo"