[docs] OSS Features , Overview , Brushup (#3676)

docs/platform/features/platform-overview.mdx

@@ -1,40 +1,47 @@
 ---
-description: "See how Mem0 Platform features evolve from baseline filters to graph-powered retrieval."
-icon: "sparkles"
 title: Overview
+description: "See how Mem0 Platform features evolve from baseline filters to graph-powered retrieval."
+icon: "list"
 ---
 
 Mem0 Platform features help managed deployments scale from basic filtering to graph-powered retrieval and data governance. Use this page to pick the right feature lane for your team.
 
 <Info>
-  New to the platform? Start with the <Link href="/platform/quickstart">Platform quickstart</Link>, then dive into the journeys below.
+  New to the platform? Start with the <Link href="/platform/quickstart">Platform quickstart</Link>,
+  then dive into the journeys below.
 </Info>
 
 ## Choose your path
 
 <CardGroup cols={3}>
-  <Card title="Apply Essential Filters" icon="funnel" href="/platform/features/v2-memory-filters">
-    Control which memories surface with field-level filtering and async defaults.
+  <Card title="Apply Essential Filters" icon="rocket" href="/platform/features/v2-memory-filters">
+    Field-level filtering with async defaults.
   </Card>
   <Card title="Go Real-Time with Async" icon="bolt" href="/platform/features/async-client">
-    Stream add/search requests without blocking your agents.
+    Non-blocking add/search requests for agents.
   </Card>
   <Card title="Unlock Graph Memory" icon="circle-nodes" href="/platform/features/graph-memory">
-    Layer relationships on top of vectors for richer recalls.
+    Relationship-aware recall across entities.
   </Card>
-  <Card title="Boost Retrieval Quality" icon="sparkles" href="/platform/features/advanced-retrieval">
-    Combine metadata filtering, rerankers, and per-request toggles.
+  <Card
+    title="Boost Retrieval Quality"
+    icon="sparkles"
+    href="/platform/features/advanced-retrieval"
+  >
+    Metadata filters, rerankers, and toggles.
   </Card>
   <Card title="Manage Data Lifecycle" icon="database" href="/platform/features/direct-import">
-    Handle imports, exports, timestamps, and expirations at scale.
+    Imports, exports, timestamps, and expirations.
   </Card>
   <Card title="Extend With Integrations" icon="plug" href="/platform/features/webhooks">
-    Wire webhook callbacks, feedback loops, and multi-agent chat.
+    Webhooks, feedback loops, and multi-agent chat.
   </Card>
 </CardGroup>
 
 <Tip>
-  Self-hosting instead? Jump to the <Link href="/open-source/features/overview">OSS feature overview</Link> for equivalent capabilities.
+  Self-hosting instead? Jump to the{" "}
+  <Link href="/open-source/features/overview">OSS feature overview</Link> for equivalent
+  capabilities.
 </Tip>
 
 ## Keep going

docs/platform/overview.mdx

@@ -38,31 +38,31 @@ Mem0 is the memory engine that keeps conversations contextual so users never rep
 
 <CardGroup cols={2}>
   <Card title="Launch Your Workspace" icon="rocket" href="/platform/quickstart">
-    Create a project, export an API key, and ship your first memory in minutes.
+    Create project and ship first memory.
   </Card>
   <Card title="Understand Memory Types" icon="brain" href="/core-concepts/memory-types">
-    Learn how user, agent, and session memories behave across the platform.
+    User, agent, and session memory behavior.
   </Card>
 </CardGroup>
 
 <CardGroup cols={3}>
   <Card title="Master Core Operations" icon="circle-check" href="/core-concepts/memory-operations/add">
-    See how add/search/update/delete work together with verification steps.
+    Add, search, update, and delete workflows.
   </Card>
   <Card title="Explore Platform Features" icon="sparkles" href="/platform/features/platform-overview">
-    Browse graph memory, async clients, and rerankers before turning them on.
+    Graph memory, async clients, and rerankers.
   </Card>
   <Card title="Configure Advanced Operations" icon="bolt" href="/platform/advanced-memory-operations">
-    Layer metadata filters, rerankers, and per-request toggles onto your flows.
+    Metadata filters and per-request toggles.
   </Card>
 </CardGroup>
 
 <CardGroup cols={2}>
   <Card title="Connect Integrations" icon="plug" href="/integrations">
-    Wire Mem0 into LangChain, CrewAI, Vercel AI SDK, and other partner tools.
+    LangChain, CrewAI, Vercel AI SDK.
   </Card>
   <Card title="Monitor in the Dashboard" icon="presentation" href="https://app.mem0.ai">
-    Track memory activity, adjust settings, and manage workspaces from one place.
+    Track activity and manage workspaces.
   </Card>
 </CardGroup>