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Building AI Applications - Examples

This section provides practical examples and frameworks for building AI applications, from development tools to production implementations.

Development and Code Generation

DevOpsGPT

Framework for automated development: - Implements requirement analysis and planning - Features code generation and optimization - Includes deployment automation Process overview: DevOpsGPT Process

GPT Engineer

Code generation and project development framework: - Available in two implementations: - AntonOsika/gpt-engineer - gpt-engineer-org/gpt-engineer - Focuses on end-to-end project generation - Includes project structure and documentation

Tool Creation and Enhancement

Large Language Models as Tool Makers

Framework for tool creation and reuse: - Enables tool creation by larger models - Supports tool reuse by lightweight models - GitHub: ctlllll/llm-toolmaker Tool Making Process

CREATOR: Tool Creation Framework

Disentangles abstract and concrete reasoning: - Implements structured tool creation process - Features cognitive architecture for reasoning CREATOR Architecture

Chrome-GPT

Browser automation framework: - Automates Chrome browser interactions - Enables web-based task automation - Built on AutoGPT architecture

AgentForge

Low-code framework for agent development: - Supports rapid prototyping - Enables cognitive architecture testing - Features comprehensive testing tools - Focuses on AI-powered autonomous agents

Application Examples

Document Processing and Q&A

askFSDL

Demonstration of a retrieval-augmented Q&A application: - Part of LLM full stack - Technology stack: - OpenAI API - Pinecone vector database - MongoDB - Modal (serverless) - Discord bot (AWS)

Local LLM Document Q&A

Running open-source LLMs locally for document Q&A: - Focuses on CPU inference - Uses Llama 2 and other open models - Optimized for document processing

Model Optimization

UniversalNER

Model distillation framework: - Demonstrates effective knowledge transfer - Achieves high accuracy with smaller models - GitHub: universal-ner/universal-ner

Additional Resources

For more examples and implementations, explore: - Agent Examples for agent-specific implementations - Commercial Solutions for production-ready platforms - System Examples for multi-agent implementations