From 0106128ff1fb6648ea775e3330add04e2d11a936 Mon Sep 17 00:00:00 2001
From: Dhravya <63950637+Dhravya@users.noreply.github.com>
Date: Tue, 28 Apr 2026 02:08:53 +0000
Subject: [PATCH] docs: update examples page for web-based demo apps

---
 apps/docs/smfs/examples.mdx | 43 +++++++++++++++++++------------------
 1 file changed, 22 insertions(+), 21 deletions(-)

diff --git a/apps/docs/smfs/examples.mdx b/apps/docs/smfs/examples.mdx
index 37fd985a..09ec6aa6 100644
--- a/apps/docs/smfs/examples.mdx
+++ b/apps/docs/smfs/examples.mdx
@@ -1,47 +1,48 @@
 ---
 title: "Examples"
 sidebarTitle: "Examples"
-description: "Full working apps you can clone and run."
+description: "Full web-based demo apps you can clone and run."
 icon: "code"
 ---
 
-Standalone example apps showing SMFS in realistic use cases. Each one is a
-complete project with its own README, dependencies, and sample data.
+Web-based example apps showing SMFS in realistic use cases. Each one is a
+complete project with its own README, dependencies, and a working UI.
 
 <CardGroup cols={2}>
   <Card
-    title="Legal Docs Assistant"
-    icon="scale-balanced"
-    href="https://github.com/supermemoryai/examples/tree/main/legal-docs-assistant"
+    title="Research Assistant"
+    icon="magnifying-glass"
+    href="https://github.com/supermemoryai/examples/tree/main/research-assistant"
   >
-    Ingest contracts into a Supermemory container, then query them with
-    semantic search. Python + Anthropic SDK.
+    Upload documents and chat with an AI that can search and cite them.
+    Next.js + TypeScript + `@supermemory/bash`.
   </Card>
   <Card
-    title="Docs Answering Agent"
+    title="Knowledge Base"
     icon="book"
-    href="https://github.com/supermemoryai/examples/tree/main/docs-answering-agent"
+    href="https://github.com/supermemoryai/examples/tree/main/knowledge-base"
   >
-    Ingest documentation, answer questions about it. TypeScript + Vercel AI
-    SDK.
+    Add notes and chat with an AI that can search your knowledge base.
+    FastAPI + Python + `supermemory-bash`.
   </Card>
   <Card
-    title="Customer Support Agent"
-    icon="headset"
-    href="https://github.com/supermemoryai/examples/tree/main/customer-support-agent"
+    title="Code Sandbox"
+    icon="terminal"
+    href="https://github.com/supermemoryai/examples/tree/main/code-sandbox"
   >
-    Per-customer memory for support ticket drafting. Each customer gets their
-    own container. Python + Anthropic SDK.
+    Write and run code in a Daytona sandbox with persistent AI memory.
+    Next.js + Daytona SDK + SMFS mount.
   </Card>
 </CardGroup>
 
-All examples use the [Bash Tool](/smfs/bash-tool) — the serverless-friendly
-way to give an agent a Supermemory-backed filesystem. No mount or FUSE
-required.
+The Research Assistant and Knowledge Base examples use the
+[Bash Tool](/smfs/bash-tool) — the serverless-friendly way to give an agent a
+Supermemory-backed filesystem. The Code Sandbox example uses a
+[Daytona](/smfs/providers/daytona) sandbox with a real SMFS mount.
 
 ## Running an example
 
 1. Clone the [examples repo](https://github.com/supermemoryai/examples)
 2. `cd` into the example you want
 3. Follow the README — typically: install deps, copy `.env.example` to `.env`,
-   fill in your API keys, run the ingest script, then run the agent
+   fill in your API keys, and start the dev server