Wendell's Diary Technical Outline

Below is a comprehensive technical outline for Wendell's Diary. This outline includes the full process—from blog indexing and ChatGPT API integration to the WordPress one‑page site and a chat bubble interface with Patreon authentication that serves as the digital twin’s user interface.

1. Overall System Architecture

A. WordPress One‑Page Frontend

  • Site Content:
    • A single-page design (wendellsdiary.com) featuring your philosophy, love letters, mythology stories, and lyre music.
  • Chat Bubble Interface:
    • A persistent chat bubble located in the bottom right corner.
    • On click:
      • Unauthenticated Users: Redirect to Patreon for signup/login.
      • Authenticated Users: Open an overlay chat window to interact with your digital twin.

B. Backend API

  • Purpose:
    • Handle user queries, process context from your blog content, and interact with the ChatGPT API.
  • Responsibilities:
    • Verify Patreon authentication (via tokens/sessions passed from WordPress).
    • Retrieve relevant blog post context via vector similarity search.
    • Construct and send prompts to the ChatGPT API.
    • Return chatbot responses to the frontend.

C. Knowledge Base & Indexing

  • Blog Post Ingestion:
    • Automatically fetch posts from your Blogger (wendellsdiary.blogspot.com) using the RSS feed or Blogger API.
  • Embedding Process:
    • Generate vector embeddings using OpenAI’s Embeddings API.
  • Storage:
    • Save vectors and metadata (dates, URLs) in a vector database (e.g., Pinecone, Weaviate, or FAISS) to support semantic search.

D. Patreon Authentication

  • Integration:
    • Use a WordPress Patreon plugin (or a custom OAuth solution using libraries like Passport.js) to enforce access control.
  • Workflow:
    • The chat bubble click triggers a check on the user’s Patreon authentication state.
    • If unauthenticated, users are redirected to complete the OAuth flow.
    • Once authenticated, the session/token is passed to the backend API for verification.

2. Detailed Technical Components

A. ChatGPT API Integration

  • API Calls & Prompt Engineering:
    • Define a system prompt that mirrors your tone, style, and philosophical approach.
    • Dynamically insert contextual excerpts (with blog post links) from the indexed content.
    • Prioritize recent posts via weighting or sorting based on publication date.

B. Knowledge Base from Blog

  • Data Retrieval:
    • Use the Blogger API or RSS feed (e.g., https://wendellsdiary.blogspot.com/feeds/posts/default?alt=rss) to fetch posts.
  • Processing & Embedding:
    • Extract text and metadata from each post.
    • Generate vector embeddings via OpenAI’s API.
  • Storage & Search:
    • Store embeddings and metadata in a vector database.
    • On receiving a query, embed the query and perform a vector similarity search to retrieve the most relevant content.

C. WordPress Integration & Chat Interface

  • Embedding the Chatbot:
    • Develop a custom JavaScript/React chat widget embedded via a WordPress plugin or shortcode.
  • Chat Bubble Functionality:
    • Default State:
      • A small, clickable chat bubble in the bottom right of the page.
    • On Click:
      • Check Authentication:
        • If the user is not logged in via Patreon, redirect them to the Patreon OAuth/login page.
        • If the user is authenticated, open an overlay chat window for interaction.
  • User Experience Enhancements:
    • Loading indicators, error handling, and smooth transitions between authentication and chat window display.

D. Digital Twin Chatbot User Interface Workflow

  • Step 1:
    • User clicks chat bubble.
  • Step 2:
    • Authentication Check:
      • Check if a valid Patreon session/token exists.
  • Step 3:
    • Conditional Flow:
      • If Unauthenticated:
        • Redirect to Patreon for signup/login.
      • If Authenticated:
        • Open the chat overlay.
  • Step 4:
    • Chat Session:
      • The chat widget sends queries to the backend.
      • The backend processes the query (adds context from your blog) and calls the ChatGPT API.
      • Responses are displayed in the chat interface with clickable links back to your blog posts.

E. Patreon Authentication Integration

  • WordPress OAuth Setup:
    • Install and configure a Patreon WordPress plugin (or implement a custom solution).
  • Session & Token Management:
    • On successful OAuth login, store user session details or access tokens.
    • Backend API validates these tokens before processing any chatbot requests.
  • Access Control:
    • Ensure that only Patreon-authenticated users can access the digital twin chat functionality.

F. Backend API Implementation

  • Framework & Language:
    • Built using Node.js (Express) or Python (Flask/FastAPI) for flexibility.
  • Endpoints:
    • Authentication Middleware:
      • Check for valid Patreon tokens/sessions.
    • Query Handling Endpoint:
      • Receive user queries, fetch context, construct prompts, and call the ChatGPT API.
  • Integration with WordPress:
    • Communicate via AJAX/Fetch from the frontend chat widget.

3. Step-by-Step Implementation Guide

Step 1: Build the Blog Indexing Pipeline

  • Data Extraction:
    • Write a script (Python/Node.js) to fetch blog posts via the Blogger API or RSS feed.
  • Data Processing:
    • Extract content, publication date, and URL from each post.
  • Embedding Generation:
    • Use OpenAI’s Embeddings API to create vector representations.
  • Storage & Automation:
    • Save embeddings and metadata in the chosen vector database.
    • Automate the indexing process using cron jobs or serverless functions (e.g., AWS Lambda).

Step 2: Develop the Backend API

  • Server Setup:
    • Initialize your project using Node.js (Express) or Python (Flask/FastAPI).
  • Authentication Middleware:
    • Implement middleware to verify Patreon tokens or session data.
  • Query Handling:
    • Embed user queries and perform vector similarity search.
    • Retrieve relevant blog context and construct a ChatGPT prompt.
  • API Call:
    • Send the prompt to the ChatGPT API and return the response to the frontend.

Step 3: Implement Patreon Authentication in WordPress

  • Plugin Installation:
    • Install and configure a Patreon WordPress plugin.
  • OAuth Flow:
    • Set up the OAuth flow to handle user signup/login via Patreon.
  • Token Management:
    • Store and validate tokens or session data for backend API verification.

Step 4: Develop the Frontend Chat Interface on WordPress

  • Chat Widget Creation:
    • Build the chat bubble UI using HTML/CSS/JavaScript or React.
  • Event Handling:
    • On click, check the user’s authentication state:
      • If unauthenticated: Redirect to Patreon.
      • If authenticated: Open the chat overlay.
  • API Integration:
    • Use AJAX/Fetch to send queries from the chat interface to the backend API.
  • User Experience:
    • Incorporate smooth animations, loading indicators, and error messaging.

Step 5: Testing and Deployment

  • Local Testing:
    • Test blog indexing, backend API, authentication flow, and the chat interface locally.
  • Integration Testing:
    • Validate the complete workflow: from clicking the chat bubble and authentication to receiving ChatGPT responses.
  • Deployment:
    • Deploy the backend API on a cloud provider (AWS, DigitalOcean, Vercel, etc.).
    • Publish the updated WordPress site with the integrated chat widget.
  • Monitoring & Scaling:
    • Monitor usage, error logs, and API call volumes.
    • Scale resources (using serverless functions or auto-scaling containers) as needed.

4. Tools & Frameworks Summary

  • Frontend:
    • WordPress: For the one-page site.
    • JavaScript/React: For developing the chat bubble and overlay widget.
  • Backend:
    • Node.js with Express or Python with Flask/FastAPI: For the API handling user queries, context retrieval, and ChatGPT integration.
  • Vector Database:
    • Hosted Options: Pinecone, Weaviate.
    • Self-Hosted: FAISS.
  • APIs:
    • OpenAI ChatGPT API: For generating responses.
    • OpenAI Embeddings API: For creating vector representations.
  • Authentication:
    • WordPress Patreon Plugin or OAuth Libraries (e.g., Passport.js): For handling Patreon-based user authentication.
  • Hosting & Deployment:
    • Cloud providers such as AWS, DigitalOcean, or Vercel.
  • Development Tools:
    • VS Code, Git for version control, and local WordPress setup for integration testing.

By following this comprehensive plan, you will create a Digital Twin chatbot that not only reflects your unique writing style and philosophy but also integrates seamlessly into your WordPress site. The chat bubble interface ensures an engaging, gated experience—inviting your audience to authenticate via Patreon before interacting with your digital twin.

Comments

Post a Comment