Skip to content
Permalink

Comparing changes

Choose two branches to see what’s changed or to start a new pull request. If you need to, you can also or learn more about diff comparisons.

Open a pull request

Create a new pull request by comparing changes across two branches. If you need to, you can also . Learn more about diff comparisons here.
base repository: PathOnAIOrg/LiteMultiAgent
Failed to load repositories. Confirm that selected base ref is valid, then try again.
Loading
base: v0.1.6
Choose a base ref
...
head repository: PathOnAIOrg/LiteMultiAgent
Failed to load repositories. Confirm that selected head ref is valid, then try again.
Loading
compare: main
Choose a head ref
  • 3 commits
  • 1 file changed
  • 2 contributors

Commits on May 24, 2025

  1. Update README.md

    TataKKKL authored May 24, 2025
    Copy the full SHA
    d741b0c View commit details

Commits on May 31, 2025

  1. Update README.md

    TataKKKL authored May 31, 2025
    Copy the full SHA
    9e68711 View commit details

Commits on Jul 18, 2025

  1. add disclaimer

    TataKKKL committed Jul 18, 2025
    Copy the full SHA
    544e0a3 View commit details
Showing with 8 additions and 6 deletions.
  1. +8 −6 README.md
14 changes: 8 additions & 6 deletions README.md
Original file line number Diff line number Diff line change
@@ -1,10 +1,10 @@
# LiteMultiAgent
Please note that the LiteMultiAgent repository is in development mode. We have open-sourced the repository to foster collaboration between contributors.

repo owner: Danni (Danqing) Zhang (danqing.zhang.personal@gmail.com)
[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.15500241.svg)](https://doi.org/10.5281/zenodo.15500241)

In our exploration of building multi-agent systems, we have investigated AutoGen, CrewAI, LangGraph, and MetaGPT, but failed to find a multi-agent system that intuitively makes multi-agent systems more efficient. We have found that most examples provided by these frameworks could be accomplished with just one agent. We reimplemented the multi-agent examples using only one agent with a set of self-defined tools. However, we then realized that this system is not scalable when we have more and more tools. But if we can categorize the agents with different sets of tools into categories, then we are building a hierarchy of agents, where we could accomplish more types of tasks. At the same time, because of this design, the execution of sub-agents is naturally parallelized by parallel function calling, since agents use sub-agents as tools.

**Disclaimer: Please note that LiteMultiAgent is not affiliated with any for-profit company. This is a collaborative project from PathOnAI.org, an open-source AI research community, where Danqing Zhang (danqing.zhang.personal@gmail.com) is the main contributor. If anyone claims LiteMultiAgent is affiliated with any for-profit company, please contact Danqing Zhang (danqing.zhang.personal@gmail.com) for verification.**


## 📰 News
* [2024-10-29] Generate and register tools for function calling at runtime: [example](https://github.com/PathOnAI/LiteMultiAgent/blob/main/examples/new_tool/add_llm_generated_function_example.py)
@@ -76,11 +76,13 @@ For how to contribute, see [CONTRIBUTE](https://github.com/PathOnAI/LiteMultiAge
@misc{zhang2024litemultiagent,
title={LiteMultiAgent: The Library for LLM-based multi-agent applications},
author={Zhang, Danqing and Rama, Balaji and He, Shiying and Ni, Jingyi},
journal={https://github.com/PathOnAI/LiteMultiAgent},
year={2024}
year = 2024,
publisher = {Zenodo},
doi = {10.5281/zenodo.15500241},
url = {https://doi.org/10.5281/zenodo.15500241}
}
```

## Star History

[![Star History Chart](https://api.star-history.com/svg?repos=PathOnAI/LiteMultiAgent&type=Date)](https://star-history.com/#PathOnAI/LiteMultiAgent&Date)
[![Star History Chart](https://api.star-history.com/svg?repos=PathOnAIOrg/LiteMultiAgent&type=Date)](https://star-history.com/#PathOnAIOrg/LiteMultiAgent&Date)