RestAI - AI as a Service! Create Software, Rag, SQL, and Vision Apps!
AI Summary
Summary Outline
- UI Capabilities
- Build functional apps
- Ask questions and receive answers
- System Prompt Instructions
- Do not invert answers
- If unknown, say “don’t know”
- If question is not understood, say “don’t understand”
- Example Query
- Asked to explain “The Hard Thing About Hard Things” PDF
- AI provided a detailed answer from the document
- Partnerships and Patreon Benefits
- Partnerships with big companies
- Free AI tool subscriptions
- Access to consulting, networking, and community collaboration
- Daily AI news, resources, and giveaways
- Patreon link for access to benefits
- rest AI Overview
- Unified UI for AI tasks
- Create projects, apps, prototypes
- Features like text-to-SQL and multimodal inference
- Simplifies AI integration into projects
- Accessible tools and services
- rest AI Features
- Projects with diverse features
- User authentication and authorization
- Support for public and local large language models
- Utilization of VRAM, APIs, and front end
- Project Types in rest AI
- RAG (Retrieval-Augmented Generation)
- Embedding models for semantic representation
- Retrieval functionality
- Refine search with large language models
- Sandbox mode for default answers
- RAG SQL
- Streamlines database interactions
- Automatic database crawling
- Translates queries into SQL commands
- Generates responses from retrieved data
- Inference
- Drawing conclusions from available evidence
- Vision
- Text-to-image, image-to-text, image-to-image tasks
- Uses local stable diffusion models and DALL-E
- Supports LAVA and back LAVA by default
- Supports Instant NGP and CLIP Vision models
- Installation and Usage
- Clone repository, install with Poetry
- Deploy on localhost or use cloud demo version
- Five project types available for testing
- Demonstration
- Example of inference project answering a query
- Vision project generating an image from a prompt
- Conclusion
- AI as a service for building AI products
- Open source and versatile for various use cases
- Encouragement to check out Patreon and stay updated with AI news via Twitter and YouTube