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README.md

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-Edit this `README.md` markdown file to author your organization card.
+# AIPP - Two part MoE for Specification and then creation of Streamlit/Gradio/HTML app from specification.
+
+## Examining the AI pipeline and model based app tools below, below are the features we notice.
+
+1. RunwayML: https://app.runwayml.com/video-tools/teams/aaroncwacker/assets
+2. Leonardo AI:  https://app.leonardo.ai/library
+3. Krea: https://www.krea.ai/feed
+4. Suno: https://suno.com/create
+5. MetaAI: https://www.meta.ai/
+6. Luma: https://lumalabs.ai/dream-machine/creations
+7. Magnific:  https://magnific.ai/editor/?thankyou
+8. ChatGPT: https://chatgpt.com/c/6705156e-aad8-800d-86c5-268e9dc9d3ac
+9. Claude: https://claude.ai/chat/9f3a328c-07b4-4ece-875e-253b50b1fa63
+10. awacke1/GPT-4o-omni-text-audio-image-video: https://huggingface.co/spaces/awacke1/GPT-4o-omni-text-audio-image-video
+11. 
+
+## Specification Outlines:
+
+
+# RunwayML Sidebar Topics and UI Design
+
+## 📚 Library
+- **Assets**: Manage all your assets in one place.
+- **Workspace Assets**: Access assets shared within your workspace.
+- **Favorite Assets**: Quickly access your favorite assets.
+- **Custom Elements**: View and create custom elements.
+
+## 📊 Tools
+- **Generative Video**: Create new videos using AI.
+- **Video to Video (Gen-1)**: Transform videos into new versions.
+- **Generative Audio**: Generate audio content with AI.
+- **Text to Image**: Turn text descriptions into images.
+
+## 🖼️ Recently Exported Images
+- Display the latest exported images with relevant details such as export date and image name.
+
+## 🗂️ New Folder Button
+- Create new folders to organize assets.
+
+## ⬆️ Upload Button
+- Upload new files directly to your library.
+
+## 📑 Assets Data Design
+- **Fields**:
+  - **Name**: The name of the asset.
+  - **Type**: The type of media (image, video, audio).
+  - **Media**: Media details and format (e.g., 1920x1080, .png, .mp4).
+  - **Duration**: Length of video or audio assets.
+  - **Creator**: The person who uploaded the asset.
+  - **Created**: Date when the asset was created.
+  - **Favorite**: Mark an asset as favorite.
+  - **Options**: Extra actions such as viewing, exporting, or editing the asset.
+
+## RunwayML Specification to New Integration Py App
+
+import streamlit as st
+
+# Sidebar for the UI
+st.sidebar.title("📚 Library")
+st.sidebar.button("Assets")
+st.sidebar.button("Workspace Assets")
+st.sidebar.button("Favorite Assets")
+st.sidebar.button("Custom Elements")
+
+st.sidebar.title("📊 Tools")
+st.sidebar.button("Generative Video")
+st.sidebar.button("Video to Video (Gen-1)")
+st.sidebar.button("Generative Audio")
+st.sidebar.button("Text to Image")
+
+# Main Section for recently exported images and asset data
+st.title("🖼️ Recently Exported")
+st.image("path_to_exported_image.png", caption="Gen-3 Alpha", width=300)
+st.image("path_to_exported_image_2.png", caption="Chrome Sorceress", width=300)
+
+# New Folder and Upload buttons
+st.button("🗂️ New Folder")
+st.button("⬆️ Upload")
+
+# Asset Table
+st.subheader("📑 Assets")
+
+# Sample data for asset table
+import pandas as pd
+data = {
+    "Name": ["Generative Audio", "Generative Video", "Dance into Shadows.mp4", "Chrome Sorceress.png"],
+    "Type": ["Folder", "Folder", "Video", "Image"],
+    "Media": ["-", "-", "1920x1080", "1024x1024"],
+    "Duration": ["-", "-", "02:34", "-"],
+    "Creator": ["User1", "User1", "User2", "User2"],
+    "Created": ["3 months ago", "3 months ago", "1 month ago", "1 month ago"],
+    "Favorite": ["❤️", "❤️", "", ""]
+}
+
+df = pd.DataFrame(data)
+st.table(df)
+
+
+
+# Leonardo.Ai Sidebar Topics and UI Design
+
+# Sidebar Topics and UI Design
+
+## 🖼️ Your Generations
+- View the images generated by the user.
+
+## 📊 Follower Feed
+- See the latest creations from followed users.
+
+## ❤️ Liked Feed
+- Access the images you have liked.
+
+## 🗂️ Collections (Beta)
+- Organize your creations into collections.
+
+## 🧑‍💻 AI Tools
+- **Image Creation**: Generate new images using AI.
+- **Motion**: Create animated content from images.
+- **Realtime Canvas**: Edit images in real-time with canvas tools.
+- **Realtime Generation**: Generate images instantly.
+- **Canvas Editor**: Edit and fine-tune images with advanced tools.
+- **Universal Upscaler**: Increase the resolution of images without losing quality.
+
+## ⚙️ Advanced Features
+- **Finetuned Models**: Access models that have been finetuned for specific tasks.
+- **Training & Datasets**: Create custom datasets and train models.
+- **Texture Generation (Alpha)**: Generate textures for 3D models (in Alpha testing).
+
+## 🔧 Utility Sections
+- **What's New**: Discover new features.
+- **Premium Plans**: Explore subscription options.
+- **API Access**: Access programmatic tools for image generation.
+- **Settings**: Customize your user experience.
+- **FAQ & Help**: Find answers to common questions.
+
+
+## Leonardo.Ai Specification to New Integration Py App
+import streamlit as st
+
+# Sidebar for the UI
+st.sidebar.title("🖼️ Your Generations")
+st.sidebar.button("Follower Feed")
+st.sidebar.button("Liked Feed")
+st.sidebar.button("Collections (Beta)")
+
+st.sidebar.title("🧑‍💻 AI Tools")
+st.sidebar.button("Image Creation")
+st.sidebar.button("Motion")
+st.sidebar.button("Realtime Canvas")
+st.sidebar.button("Realtime Generation")
+st.sidebar.button("Canvas Editor")
+st.sidebar.button("Universal Upscaler")
+
+st.sidebar.title("⚙️ Advanced Features")
+st.sidebar.button("Finetuned Models")
+st.sidebar.button("Training & Datasets")
+st.sidebar.button("Texture Generation (Alpha)")
+
+# Utility Sections
+st.sidebar.title("🔧 Utility")
+st.sidebar.button("What's New")
+st.sidebar.button("Premium Plans")
+st.sidebar.button("API Access")
+st.sidebar.button("Settings")
+st.sidebar.button("FAQ & Help")
+
+# Main Section for displaying images
+st.title("📚 Library")
+
+# Search bar
+st.text_input("Search gallery", "")
+
+# Image grid (example placeholders for images)
+st.subheader("Your Generations")
+cols = st.columns(4)
+
+with cols[0]:
+    st.image("path_to_image1.png", caption="Image 1")
+    st.checkbox("Select")
+with cols[1]:
+    st.image("path_to_image2.png", caption="Image 2")
+    st.checkbox("Select")
+with cols[2]:
+    st.image("path_to_image3.png", caption="Image 3")
+    st.checkbox("Select")
+with cols[3]:
+    st.image("path_to_image4.png", caption="Image 4")
+    st.checkbox("Select")
+
+# Slider for adjusting view size
+st.slider("Image size", min_value=0, max_value=100, value=50)
+
+
+# Krea.AI
+
+# Sidebar Topics and UI Design
+
+## 🖼️ Home
+- **Flux**: Generate high-quality images with Flux.
+  - Button: "Generate Image"
+- **Realtime**: Instant AI image generation.
+  - Button: "Compose Image"
+- **Enhancer**: Upscale images and videos.
+  - Button: "Upscale & Enhance"
+- **Video**: AI video generation.
+  - Button: "Generate Video"
+
+## 📁 Gallery
+- Explore generated images and videos in the gallery.
+
+## 🛠️ Generate
+- Create new images and videos using AI.
+
+## 💾 Assets
+- Access all the assets you've generated.
+
+## ✨ Enhance
+- Use enhancement tools for image and video quality.
+
+## 🛠️ Advanced Features
+- **Pricing**: Learn about the pricing plans.
+- **Discord**: Join the community on Discord.
+- **Careers**: Explore career opportunities.
+
+---
+
+### Streamlit UI Code
+
+Here is the corresponding Streamlit code that replicates the structure of the screenshot:
+
+```python
+import streamlit as st
+
+# Sidebar for navigation
+st.sidebar.title("🖼️ Home")
+st.sidebar.button("Flux")
+st.sidebar.button("Realtime")
+st.sidebar.button("Enhancer")
+st.sidebar.button("Video")
+
+st.sidebar.title("📁 Gallery")
+st.sidebar.button("Explore Gallery")
+
+st.sidebar.title("🛠️ Generate")
+st.sidebar.button("Create New Image/Video")
+
+st.sidebar.title("💾 Assets")
+st.sidebar.button("View All Assets")
+
+st.sidebar.title("✨ Enhance")
+st.sidebar.button("Use Enhancement Tools")
+
+st.sidebar.title("⚙️ Advanced Features")
+st.sidebar.button("Pricing")
+st.sidebar.button("Discord")
+st.sidebar.button("Careers")
+
+# Main section content
+st.title("Welcome to Krea AI")
+
+# Section for Flux generation
+st.subheader("Flux: High-quality Generations")
+st.image("path_to_flux_image.png", caption="High quality generations")
+st.button("Generate Image")
+
+# Section for Realtime AI generation
+st.subheader("Realtime: Instant AI Generation")
+st.image("path_to_realtime_image.png", caption="Realtime generation")
+st.button("Compose Image")
+
+# Section for Enhancer
+st.subheader("Enhancer: Upscale Images & Videos")
+st.image("path_to_enhancer_image.png", caption="Upscale & Enhance")
+st.button("Upscale & Enhance")
+
+# Section for Video generation
+st.subheader("Video: AI Video Generation")
+st.image("path_to_video_image.png", caption="AI Video Generation")
+st.button("Generate Video")
+
+# Footer with links
+st.write("---")
+st.write("Terms of Use | Privacy Policy")
+
+
+
+# Suno
+
+# Sidebar Topics and UI Design
+
+## 🎶 Create Music
+- **Lyrics or Instrumental**: 
+  - Input your own lyrics or describe a song.
+  - Toggle between lyrics and instrumental modes.
+  - Option to upload audio.
+- **Style of Music**: 
+  - Enter or select music styles. 
+  - Toggle to exclude specific styles.
+  - Suggested styles include atmospheric, smooth, edm, psychedelic.
+- **Title**: 
+  - Enter a title for your creation.
+- **Create Button**: 
+  - Start the creation process with the button below.
+
+## 🎧 Generated Songs
+- Display previously generated songs, each with:
+  - **Extend Button**: Allows users to continue working on the song.
+  - **Visibility Toggle**: Mark song as public or private.
+  - **Sharing Options**: Share, edit, or delete options.
+  
+## 🔍 Sidebar
+- **Home**: Navigate back to the home page.
+- **Create**: Start creating a new song.
+- **Library**: View your music library.
+- **Explore**: Discover other songs.
+- **Search**: Search for specific tracks.
+
+## 🎤 Song Details (Sidebar section on the right)
+- **Cover Songs Section**: 
+  - Displays options for covering popular songs like "Island Groove", "Electric", and "Percussion".
+  - Button to try covering the most popular songs (200 free cover songs remaining).
+  
+## ⚙️ Utility Links
+- **2890 Credits**: Remaining credits available.
+- **Subscribe**: Access subscription options.
+- **What's New?**: Check for recent updates.
+- **FAQ**: Access help and frequently asked questions.
+- **About**: Learn more about the platform.
+- **Careers**: Explore career opportunities.
+
+
+# Meta AI
+
+# Sidebar Topics and UI Design
+
+## 💬 New Conversation
+- Start a new chat with Meta AI.
+
+## 💾 Saved Conversations
+- Access previously saved conversations.
+
+## 🕒 History
+- View recent interactions, such as **Pumpkin Flicks**.
+
+## 🌟 Main Options
+- **Be my fitness coach**: Get personalized fitness advice.
+- **Simulate a mock interview**: Practice interview questions with AI.
+- **Imagine an image**: Generate images based on text descriptions.
+
+## 🔮 AI Demos
+- Explore experimental AI demos and new features.
+
+## 🔗 Footer Information
+- **AI Demos**: Direct access to experimental AI demos.
+
+
+# Meta AI Demos
+
+# AI Demo Interface Design
+
+## 💡 Explore Future Possibilities with AI
+- **Segment Anything 2**: 
+  - Create video cutouts and other visual effects with a few clicks.
+  - Category: Vision AI.
+  - Button: "Try it".
+  
+- **Seamless Translation**: 
+  - Hear what you sound like in another language.
+  - Category: Language AI.
+  - Button: "Try it".
+
+- **Animated Drawings**: 
+  - Bring hand-drawn sketches to life with animations.
+  - Category: Vision AI.
+  - Button: "Try it".
+  
+- **Audiobox**: 
+  - Create an audio story with AI-generated voices and sounds.
+  - Category: Language AI.
+  - Button: "Try it".
+
+
+# Midjourney
+import streamlit as st
+
+# Sidebar for navigation
+st.sidebar.title("MidJourney")
+st.sidebar.button("🔍 Explore")
+st.sidebar.button("🖌️ Create")
+st.sidebar.button("🗂️ Organize")
+st.sidebar.button("🎨 Personalize")
+
+st.sidebar.title("💬 Chat")
+st.sidebar.button("Prompt Craft")
+st.sidebar.button("General Chaos")
+st.sidebar.button("Daily Theme")
+st.sidebar.button("Newbies")
+
+st.sidebar.title("📅 Tasks")
+st.sidebar.button("Access Tasks")
+
+st.sidebar.title("🛠️ Help and Updates")
+st.sidebar.button("Help")
+st.sidebar.button("Updates")
+
+st.sidebar.title("🌗 Light Mode")
+st.sidebar.radio("Mode", ["Light", "Dark"], index=0)
+
+# Main Section for creating and exploring images
+st.title("MidJourney Creations")
+
+# Search bar and filters
+search = st.text_input("What will you imagine?")
+st.button("🔍 Search")
+
+# Image gallery (Example images and descriptions)
+st.subheader("2 days ago")
+
+# Example images with description and tags
+cols = st.columns(2)
+
+with cols[0]:
+    st.image("path_to_image1.png", caption="Chalcedony Cameo of Mount Rushmore")
+    st.markdown("**Tags**: chaos 10 | style raw | v 6.1 | stylize 400 | weird 300")
+    st.button("Upscale (C)")
+
+with cols[1]:
+    st.image("path_to_image2.png", caption="Chalcedony Cameo of Mount Rushmore")
+    st.markdown("**Tags**: chaos 10 | style raw | v 6.1 | stylize 400 | weird 300")
+    st.button("Upscale (C)")
+
+# User Profile and Settings
+st.write("---")
+st.write("👤 Aaron Wacker | Light Mode | Help | Updates")
+
+
+# LumaLabs.ai
+
+# Luma Dream Machine Interface Design
+
+## ✏️ Input Section
+- **Prompt Input**: Type in text or add an image for generation.
+- **Prompt Idea**: "An old lady laughing underwater, wearing a scuba diving suit, her expression denotes calm and happiness".
+- **Prompt Guide**: Access a guide for crafting prompts.
+
+## 🔮 Your Creations
+- **Creation 1**: 
+  - Status: **Dreaming** (In progress).
+  - Description: "In the sleepy town of Pumpkin Hollow, a legendary patch of pumpkins holds a dark secret. As Halloween approaches, a group of friends discovers the pumpkins."
+  - Time: Created less than a minute ago.
+
+- **Creation 2**: 
+  - Status: **Completed**.
+  - Description: "A futuristic, high-tech cyberpunk woman, reminiscent of Ghost in the Shell's Major Motoko Kusanagi, stands confidently, her slender figure clad in a sleek bodysuit with glowing tech."
+  - Buttons: 
+    - **Extend**: Extend the creation.
+    - **Download**: Download the creation.
+    - **Like**: Show appreciation for the creation.
+    - **Dislike**: Provide negative feedback.
+
+- **Creation 3**: 
+  - Status: **Completed**.
+  - Description: "A mesmerizing chrome and silver sculpture stands upright on a sleek, minimalist background, its metallic surface adorned with intricate, swirling patterns."
+  - Buttons: 
+    - **Extend**: Extend the creation.
+    - **Download**: Download the creation.
+    - **Like**: Show appreciation for the creation.
+    - **Dislike**: Provide negative feedback.
+
+## 🔗 Navigation Links
+- **Create**: Start new creations.
+- **API**: Access the API.
+- **Account**: Manage your account.
+
+
+# Magnific
+
+# Magnific AI Interface Design
+
+## 🧙 Magic Spell (Editing Tools)
+- **Mystic V2 (Beta)**: Apply a mystic effect to the image.
+- **Relight**: Adjust the lighting in the image.
+- **Style Transfer**: Transfer styles from other sources onto the image.
+- **Magnific Upscaler**: Increase the resolution of the image.
+
+## ✏️ Prompt Input
+- Write custom prompts for generating or modifying the image.
+
+## ⚙️ Settings
+- **Resolution**: 
+  - Options: 2K, 4K.
+- **Aspect Ratio**: 
+  - Options: 4:3 Classic.
+- **Realism Toggle**: Enable or disable realism for the image.
+- **Creative Detailing**: Adjust the level of creative detailing (Slider, default at 33%).
+- **Engine**: 
+  - Options: Automatic or manual selection of rendering engine.
+- **Fixed Generation**: Choose whether the generation should stay fixed.
+  
+## 🖼️ Image Preview
+- **Grid View / Favs Toggle**: Switch between grid view or favorites for image display.
+- Image viewer with zoom and editing controls (cropping, saving, etc.).
+
+## 🎨 Generate Button
+- **Generate**: Start the image creation process.
+- Final resolution details: **2398 x 1776**, and the associated cost.
+
+## 🔗 Navigation Links
+- **Tutorials**: Access tutorials for using Magnific AI.
+- **FAQ**: Frequently asked questions and support.
+- **Account**: Manage your account settings.
+- **Upgrade**: Upgrade the subscription plan.
+
+
+# GPT
+
+# ChatGPT with Canvas Interface Design
+
+## 📝 Chat Sections
+- **ChatGPT**: Access the main chat interface for conversations.
+- **Scholar GPT**: Switch to a specialized model for academic or research purposes.
+- **Screenshot To Code**: Convert screenshots into code or analyze code from screenshots.
+- **Explore GPTs**: Discover different GPT-powered tools.
+
+## 📅 Today’s Tasks
+- **Data Report Assistance**: Get help with generating reports based on provided data.
+
+## 🔍 Previous Tasks
+- Access previous interactions and tasks such as:
+  - Chord Prompter App Suggestion
+  - Refactor App with Emojis
+  - Alien Spaceship Pet Anthem
+  - Vampire Clan Duet Song
+  - Image Rendering Issues
+  - And more...
+
+## 💬 Chat Section
+- **Message Input**: Type messages to interact with ChatGPT or upload files for assistance.
+- **Response from ChatGPT**: Displays the conversation with ChatGPT, where the model provides detailed guidance on writing a report based on data.
+
+## 📤 Share and Collaboration
+- **Share Button**: Share the conversation or collaborate with a team.
+- **Add Team Workspace**: Invite a team to collaborate on tasks.
+
+## 🌐 Footer Information
+- Information and tips about using ChatGPT effectively.
+- Feedback options to rate the responses from ChatGPT.
+
+
+import streamlit as st
+
+# Sidebar for navigation and sections
+st.sidebar.title("ChatGPT with Canvas")
+st.sidebar.button("ChatGPT")
+st.sidebar.button("Scholar GPT")
+st.sidebar.button("Screenshot To Code")
+st.sidebar.button("Explore GPTs")
+
+# Task sections
+st.sidebar.title("Today")
+st.sidebar.button("Data Report Assistance")
+
+# Previous tasks
+st.sidebar.title("Previous 7 Days")
+st.sidebar.button("Chord Prompter App Suggestion")
+st.sidebar.button("Refactor App with Emojis")
+st.sidebar.button("Alien Spaceship Pet Anthem")
+st.sidebar.button("Vampire Clan Duet Song")
+st.sidebar.button("Image Rendering Issues")
+st.sidebar.button("Create React Native App")
+st.sidebar.button("React Native App Debugging")
+st.sidebar.button("React Native Setup Guide")
+st.sidebar.button("Typescript Setup in VSCode")
+st.sidebar.button("App Fix and Optimization")
+st.sidebar.button("Brighten AI Tweet Fun")
+st.sidebar.button("Requirements for Cloob Training")
+st.sidebar.button("Gradio ImportError Fix")
+
+# Main chat area
+st.title("ChatGPT 4.0 with Canvas")
+
+# Display Chat Interaction (Placeholder for ChatGPT's response)
+st.write("**User Message**: Can you write a report based on my data?")
+st.write("""
+Of course! I'd be glad to help you write a report based on your data. If you could provide me with the dataset or describe its structure, I can tailor the report accordingly.
+
+You can either:
+1. Upload the data as a file (e.g., CSV, Excel, JSON).
+2. Describe the key variables, metrics, and format of the data (including column names and what the data represents).
+
+Additionally, it would help to know:
+- The purpose of the report: Are we focusing on descriptive analysis, predictive modeling, summary statistics, etc.?
+- The audience for the report: Is this for a technical team, management, or another audience type?
+- Any specific questions or areas of insight you're interested in?
+
+Feel free to share whatever information is most relevant, and I'll get started!
+""")
+
+# Share and collaboration section
+st.button("Share")
+st.button("Add Team Workspace")
+
+# Footer information
+
+
+# GPT-4o Omni
+
+# GPT-4o Omni Model Interface Design
+
+## 📂 File Operations
+- **Save/Download Options**:
+  - Button to **Save** progress.
+  - Button to **Download** files.
+  - Button to **Delete All** files in various formats (audio, images, MP4 videos, MP3 videos).
+- **File Selection**:
+  - Dropdown to choose a file for operations (e.g., `1008_0539_Show_papers_relevant_to_solving_creating_assets`).
+  - Select **Output File Type** (e.g., txt, json).
+
+## 🔊 Recording and Session Management
+- **Clear Session**: Button to clear the current session.
+- **Record Audio**: Click to record audio input for processing.
+  
+## 🧠 GPT-4o Omni Model: Text, Audio, Image, & Video
+- **Semantic**: Handle text-based or knowledge-related tasks.
+- **Soul & Episodic**: Manage memories or ongoing context for the user.
+- **Essence**: Core processing related to specific modalities.
+  
+## 🔍 Scholarly Article Search
+- Search ArXiv articles for reference or inspiration.
+
+## 🗂️ Model Input and Configuration
+- **Select an Option**:
+  - Dropdown to choose the media type: Text, Audio, Image, or Video.
+  - Input field to enter text or other data.
+  
+- **Image/Video Columns**:
+  - Sliders to select the number of image or video columns to display (range: 1 to 15).
+  - Feedback indicating the number of images/videos found in the current directory.
+
+## 🔮 Multimodal Chatbot
+- **GPT-4o Multimodal ChatBot**: A chatbot to interact with, asking questions or providing guidance on the files and media being processed.
+
+