Merge branch 'main' of https://github.com/lab68dev/lab68dev-platform

Author: DongDuong2001

README.md

@@ -219,16 +219,10 @@ This project uses **Supabase** for authentication and **enterprise-grade securit
    SMTP_PORT=587
    SMTP_USER=your-email@gmail.com
    SMTP_PASSWORD=your-app-password
-   
-   # AI Configuration (Optional - see AI Tools section below)
-   # Option 1: Use local Ollama (privacy-first, no cost)
-   OLLAMA_URL=http://localhost:11434
-   OLLAMA_MODEL=deepseek-r1:7b
-   
    SMTP_FROM_EMAIL=your-email@gmail.com
    SMTP_FROM_NAME=Lab68 Dev Platform
    
-   # AI Configuration
+   # AI Configuration (RAG + Ollama)
    OLLAMA_URL=http://localhost:11434
    OLLAMA_MODEL=deepseek-r1:7b
    ```
@@ -269,16 +263,17 @@ The **AI Tools** feature (`/dashboard/ai-tools`) provides an intelligent develop
 
 ### Features
 
-- **🧠 RAG-Enhanced AI** – AI powered by your documentation, features, and codebase
+- **🧠 RAG-Enhanced AI** – AI powered by your documentation, features, and codebase using vector embeddings
 - **🤖 Smart AI Assistant** – Code generation, debugging, architecture decisions, and technical guidance
-- **📚 Context-Aware** – Answers based on your actual platform documentation
-- **🔒 Complete Privacy** – All processing and data stays on your infrastructure
+- **📚 Context-Aware** – Answers based on your actual platform documentation via RAG retrieval
+- **🔒 Complete Privacy** – All processing and data stays on your infrastructure (Ollama + Supabase pgvector)
 - **💰 Zero Cost** – No API fees, unlimited usage with local Ollama
 - **🌐 Offline Capable** – Works without internet connection
 - **💬 Modern Chat UI** – User/AI avatars, message bubbles, copy-to-clipboard, typing indicators
-- **📊 Real-time Status** – Shows Ollama connection status and RAG usage
+- **📊 Real-time Status** – Shows Ollama + RAG status
 - **🧹 Clear Chat** – Reset conversation anytime
 - **📝 Message Counter** – Track conversation length and character count
+- **⚡ Fast Retrieval** – Cosine similarity search with Supabase pgvector (sub-100ms)
 
 ### What is RAG?
 
@@ -369,6 +364,8 @@ For production, run Ollama on a separate server:
 - ✅ Full control - choose any model, customize parameters
 - ✅ Platform-specific knowledge - AI trained on YOUR docs
 
+---
+
 ## Feature Overview
 
 | Area | Summary |
@@ -483,6 +480,7 @@ This project is licensed under the [Apache License 2.0](./LICENSE).
 ## Support & Feedback
 
 - GitHub Issues: [lab68dev-platform/issues](https://github.com/lab68dev/lab68dev-platform/issues)
-- Maintainer: [@F4P1E](https://github.com/F4P1E)
+- Founder / Maintainer: [@F4P1E](https://github.com/F4P1E)
+- Co-founder / Assistant: [@mthutt](https://github.com/mthutt)
 
 Let us know how you are using Lab68 Dev Platform or what you would like to see next!

app/dashboard/ai-tools/page.tsx

@@ -26,7 +26,7 @@ export default function AIToolsPage() {
       {
         role: "assistant",
         content:
-          "Hello! I'm your AI development assistant. I can run locally using Ollama or connect to cloud APIs. I can help you with code generation, debugging, architecture decisions, and more. What would you like to work on today?",
+          "Hello! I'm your RAG-enhanced AI development assistant powered by Ollama. I can help you with code generation, debugging, architecture decisions, and more. My responses are based on your platform's documentation and codebase for accurate, context-aware answers. What would you like to work on today?",
         timestamp: new Date().toLocaleTimeString(),
       },
     ])
@@ -84,7 +84,7 @@ export default function AIToolsPage() {
       const errorMessage: Message = {
         role: "assistant",
         content:
-          "Sorry, I encountered an error connecting to Ollama. Please ensure Ollama is running and you have downloaded a model. Visit https://ollama.com for setup instructions or see docs/OLLAMA_SETUP.md",
+          "Sorry, I encountered an error connecting to the RAG-enhanced AI. Please ensure Ollama is running and you have downloaded a model. Visit https://ollama.com for setup instructions or see docs/OLLAMA_SETUP.md",
         timestamp: new Date().toLocaleTimeString(),
       }
       setMessages((prev) => [...prev, errorMessage])
@@ -104,7 +104,7 @@ export default function AIToolsPage() {
       {
         role: "assistant",
         content:
-          "Hello! I'm your AI development assistant. I can run locally using Ollama or connect to cloud APIs. I can help you with code generation, debugging, architecture decisions, and more. What would you like to work on today?",
+          "Hello! I'm your RAG-enhanced AI development assistant powered by Ollama. I can help you with code generation, debugging, architecture decisions, and more. My responses are based on your platform's documentation and codebase for accurate, context-aware answers. What would you like to work on today?",
         timestamp: new Date().toLocaleTimeString(),
       },
     ])
@@ -124,9 +124,9 @@ export default function AIToolsPage() {
               <div>
                 <h1 className="text-2xl font-bold tracking-tight">{t.nav.aiTools}</h1>
                 <div className="flex items-center gap-2 mt-1">
-                  <div className={`h-2 w-2 rounded-full ${provider === "Ollama (Local)" ? "bg-green-500 animate-pulse" : "bg-blue-500"}`} />
+                  <div className={`h-2 w-2 rounded-full ${provider.includes("RAG") ? "bg-purple-500 animate-pulse" : provider.includes("Ollama") ? "bg-green-500 animate-pulse" : "bg-blue-500"}`} />
                   <p className="text-sm text-muted-foreground">
-                    {provider === "Ollama (Local)" ? "Running Locally" : provider}
+                    {provider.includes("RAG") ? "🧠 RAG-Enhanced (Local)" : provider.includes("Ollama") ? "Running Locally" : provider}
                   </p>
                 </div>
               </div>
@@ -261,7 +261,16 @@ export default function AIToolsPage() {
             </div>
             <div className="flex items-center justify-between text-xs">
               <p className="text-muted-foreground flex items-center gap-2">
-                {provider === "Ollama (Local)" ? (
+                {provider.includes("RAG") ? (
+                  <>
+                    <span className="flex items-center gap-1">
+                      <span className="h-1.5 w-1.5 bg-purple-500 rounded-full animate-pulse" />
+                      RAG-Enhanced AI
+                    </span>
+                    <span className="text-muted-foreground/60">•</span>
+                    <span>Context from your docs & code</span>
+                  </>
+                ) : provider.includes("Ollama") ? (
                   <>
                     <span className="flex items-center gap-1">
                       <span className="h-1.5 w-1.5 bg-green-500 rounded-full animate-pulse" />