ai  by tylerprogramming

AI project examples using AutoGen

created 1 year ago
837 stars

Top 43.4% on sourcepulse

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Project Summary

This repository provides a collection of projects and tutorials focused on leveraging AutoGen for various AI applications, particularly within SaaS product development. It aims to demystify AutoGen's functionality, offering practical examples of prompts, agent configurations, and integration patterns for developers and researchers exploring multi-agent AI systems.

How It Works

The project utilizes AutoGen, a framework for building applications with multiple LLM agents. It demonstrates how to configure agents for specific tasks, manage conversational flows, and integrate with local LLM providers like Ollama and LM Studio. Key examples include using GPT-4 Vision, implementing conversational memory with Vector DBs, and orchestrating agent hierarchies for complex workflows.

Quick Start & Requirements

Highlighted Details

  • Demonstrates AutoGen with GPT-4 Vision and a screenshotting library for web analysis.
  • Includes examples of AutoGen teams for specialized task delegation and execution.
  • Features integrations with Airtable and explores CrewAI with multiple examples and custom tools.
  • Showcases a Fitness Tracker bot using multiple models and LM Studio for local LLM inference.

Maintenance & Community

The repository is actively updated, with recent additions including frontend code, .NET examples, Airtable integration, and extensive CrewAI examples. There are no explicit mentions of community channels or notable contributors.

Licensing & Compatibility

The repository does not specify a license.

Limitations & Caveats

Function calling with LM Studio is noted as problematic, requiring specific UserAgent configurations. MemGPT requires an openai_key to function correctly with the OpenAI API. FFmpeg is a mandatory dependency for Whisper AI functionality.

Health Check
Last commit

2 weeks ago

Responsiveness

1 day

Pull Requests (30d)
1
Issues (30d)
2
Star History
123 stars in the last 90 days

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