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30 changes: 17 additions & 13 deletions README.md
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Expand Up @@ -15,44 +15,48 @@ Start building LLM-empowered multi-agent applications in an easier way.
[![](https://img.shields.io/badge/Docs-API_Reference-blue?logo=markdown)](https://modelscope.github.io/agentscope/)
[![](https://img.shields.io/badge/ModelScope-Demos-4e29ff.svg?logo=data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjI0IDEyMS4zMyIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxwYXRoIGQ9Im0wIDQ3Ljg0aDI1LjY1djI1LjY1aC0yNS42NXoiIGZpbGw9IiM2MjRhZmYiIC8+Cgk8cGF0aCBkPSJtOTkuMTQgNzMuNDloMjUuNjV2MjUuNjVoLTI1LjY1eiIgZmlsbD0iIzYyNGFmZiIgLz4KCTxwYXRoIGQ9Im0xNzYuMDkgOTkuMTRoLTI1LjY1djIyLjE5aDQ3Ljg0di00Ny44NGgtMjIuMTl6IiBmaWxsPSIjNjI0YWZmIiAvPgoJPHBhdGggZD0ibTEyNC43OSA0Ny44NGgyNS42NXYyNS42NWgtMjUuNjV6IiBmaWxsPSIjMzZjZmQxIiAvPgoJPHBhdGggZD0ibTAgMjIuMTloMjUuNjV2MjUuNjVoLTI1LjY1eiIgZmlsbD0iIzM2Y2ZkMSIgLz4KCTxwYXRoIGQ9Im0xOTguMjggNDcuODRoMjUuNjV2MjUuNjVoLTI1LjY1eiIgZmlsbD0iIzYyNGFmZiIgLz4KCTxwYXRoIGQ9Im0xOTguMjggMjIuMTloMjUuNjV2MjUuNjVoLTI1LjY1eiIgZmlsbD0iIzM2Y2ZkMSIgLz4KCTxwYXRoIGQ9Im0xNTAuNDQgMHYyMi4xOWgyNS42NXYyNS42NWgyMi4xOXYtNDcuODR6IiBmaWxsPSIjNjI0YWZmIiAvPgoJPHBhdGggZD0ibTczLjQ5IDQ3Ljg0aDI1LjY1djI1LjY1aC0yNS42NXoiIGZpbGw9IiMzNmNmZDEiIC8+Cgk8cGF0aCBkPSJtNDcuODQgMjIuMTloMjUuNjV2LTIyLjE5aC00Ny44NHY0Ny44NGgyMi4xOXoiIGZpbGw9IiM2MjRhZmYiIC8+Cgk8cGF0aCBkPSJtNDcuODQgNzMuNDloLTIyLjE5djQ3Ljg0aDQ3Ljg0di0yMi4xOWgtMjUuNjV6IiBmaWxsPSIjNjI0YWZmIiAvPgo8L3N2Zz4K)](https://modelscope.cn/studios?name=agentscope&page=1&sort=latest)

[![](https://img.shields.io/badge/Drag_and_drop_UI-WorkStation-blue?logo=html5&logoColor=green&color=dark-green)](https://agentscope.io/)
[![](https://img.shields.io/badge/license-Apache--2.0-black)](./LICENSE)
[![](https://img.shields.io/badge/Contribute-Welcome-green)](https://modelscope.github.io/agentscope/tutorial/contribute.html)

If you find our work helpful, please kindly
cite [our paper](https://arxiv.org/abs/2402.14034).
- If you find our work helpful, please kindly cite [our paper](https://arxiv.org/abs/2402.14034).

Welcome to join our community on
- Visit our [workstation](https://agentscope.io/) to build multi-agent applications with dragging-and-dropping.

<h5 align="left">
<a href="https://agentscope.io" target="_blank">
<img src="https://img.alicdn.com/imgextra/i1/O1CN01RXAVVn1zUtjXVvuqS_!!6000000006718-1-tps-3116-1852.gif" width="500" alt="agentscope-workstation" style="box-shadow: 5px 10px 18px #888888;">
</a>
</h5>

- Welcome to join our community on

| [Discord](https://discord.gg/eYMpfnkG8h) | DingTalk |
|----------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------|
| <img src="https://gw.alicdn.com/imgextra/i1/O1CN01hhD1mu1Dd3BWVUvxN_!!6000000000238-2-tps-400-400.png" width="100" height="100"> | <img src="https://img.alicdn.com/imgextra/i2/O1CN01tuJ5971OmAqNg9cOw_!!6000000001747-0-tps-444-460.jpg" width="100" height="100"> |


----

## News

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/> **[2024-07-15]** We have implemented the Mixture of Agents algorithm in AgentScope. Refer to our [MoA example](https://github.com/modelscope/agentscope/blob/main/examples/conversation_mixture_of_agents) for more details.

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-07-15]** AgentScope has implemented the Mixture-of-Agents algorithm. Refer to our [MoA example](https://github.com/modelscope/agentscope/blob/main/examples/conversation_mixture_of_agents) for more details.

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-06-14]** A new prompt tuning module is available in AgentScope to help developers generate and optimize the agents' system prompts! Refer to our [tutorial](https://modelscope.github.io/agentscope/en/tutorial/209-prompt_opt.html) for more details!

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-06-11]** The RAG functionality is available for agents in **AgentScope** now! [**A quick introduction to RAG in AgentScope**](https://modelscope.github.io/agentscope/en/tutorial/210-rag.html) can help you equip your agent with external knowledge!

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-06-09]** We release **AgentScope** v0.0.5 now! In this new version, [**AgentScope Workstation**](https://modelscope.github.io/agentscope/en/tutorial/209-gui.html) (the online version is running on [agentscope.io](https://agentscope.io)) is open-sourced with the refactored [**AgentScope Studio**](https://modelscope.github.io/agentscope/en/tutorial/209-gui.html)!

<h5 align="center">
<img src="https://img.alicdn.com/imgextra/i1/O1CN01RXAVVn1zUtjXVvuqS_!!6000000006718-1-tps-3116-1852.gif" width="600" alt="agentscope-logo">
</h5>

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-05-24]** We are pleased to announce that features related to the **AgentScope Workstation** will soon be open-sourced! The online website services are temporarily offline. The online website service will be upgraded and back online shortly. Stay tuned...
- **[2024-05-24]** We are pleased to announce that features related to the **AgentScope Workstation** will soon be open-sourced! The online website services are temporarily offline. The online website service will be upgraded and back online shortly. Stay tuned...

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-05-15]** A new **Parser Module** for **formatted response** is added in AgentScope! Refer to our [tutorial](https://modelscope.github.io/agentscope/en/tutorial/203-parser.html) for more details. The [`DictDialogAgent`](https://github.com/modelscope/agentscope/blob/main/src/agentscope/agents/dict_dialog_agent.py) and [werewolf game](https://github.com/modelscope/agentscope/tree/main/examples/game_werewolf) example are updated simultaneously.
- **[2024-05-15]** A new **Parser Module** for **formatted response** is added in AgentScope! Refer to our [tutorial](https://modelscope.github.io/agentscope/en/tutorial/203-parser.html) for more details. The [`DictDialogAgent`](https://github.com/modelscope/agentscope/blob/main/src/agentscope/agents/dict_dialog_agent.py) and [werewolf game](https://github.com/modelscope/agentscope/tree/main/examples/game_werewolf) example are updated simultaneously.

<https://github.com/qbc2016/AgentScope/assets/22984042/22d45aee-3470-4923-850f-348a5b0faaa7>

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-05-14]** Dear AgentScope users, we are conducting a survey on **AgentScope Workstation & Copilot** user experience. We currently need your valuable feedback to help us improve the experience of AgentScope's Drag & Drop multi-agent application development and Copilot. Your feedback is valuable and the survey will take about 3~5 minutes. Please click [URL](https://survey.aliyun.com/apps/zhiliao/vgpTppn22) to participate in questionnaire surveys. Thank you very much for your support and contribution!
- **[2024-05-14]** Dear AgentScope users, we are conducting a survey on **AgentScope Workstation & Copilot** user experience. We currently need your valuable feedback to help us improve the experience of AgentScope's Drag & Drop multi-agent application development and Copilot. Your feedback is valuable and the survey will take about 3~5 minutes. Please click [URL](https://survey.aliyun.com/apps/zhiliao/vgpTppn22) to participate in questionnaire surveys. Thank you very much for your support and contribution!

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-05-14]** AgentScope supports **gpt-4o** as well as other OpenAI vision models now! Try gpt-4o with its [model configuration](./examples/model_configs_template/openai_chat_template.json) and new example [Conversation with gpt-4o](./examples/conversation_with_gpt-4o)!
- **[2024-05-14]** AgentScope supports **gpt-4o** as well as other OpenAI vision models now! Try gpt-4o with its [model configuration](./examples/model_configs_template/openai_chat_template.json) and new example [Conversation with gpt-4o](./examples/conversation_with_gpt-4o)!

- **[2024-04-30]** We release **AgentScope** v0.0.4 now!

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32 changes: 20 additions & 12 deletions README_ZH.md
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[![](https://img.shields.io/badge/Docs-API_Reference-blue?logo=markdown)](https://modelscope.github.io/agentscope/)
[![](https://img.shields.io/badge/ModelScope-Demos-4e29ff.svg?logo=data:image/svg+xml;base64,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)](https://modelscope.cn/studios?name=agentscope&page=1&sort=latest)

[![](https://img.shields.io/badge/Drag_and_drop_UI-WorkStation-blue?logo=html5&logoColor=green&color=dark-green)](https://agentscope.io/)
[![](https://img.shields.io/badge/license-Apache--2.0-black)](./LICENSE)
[![](https://img.shields.io/badge/Contribute-Welcome-green)](https://modelscope.github.io/agentscope/tutorial/contribute.html)

如果您觉得我们的工作对您有帮助,请引用我们的[论文](https://arxiv.org/abs/2402.14034)
- 如果您觉得我们的工作对您有帮助,请引用我们的[论文](https://arxiv.org/abs/2402.14034)

欢迎加入我们的社区
- 访问 [agentscope.io](https://agentscope.io/),通过拖拽方式构建多智能体应用。

<h5 align="left">
<a href="https://agentscope.io" target="_blank">
<img src="https://img.alicdn.com/imgextra/i1/O1CN01RXAVVn1zUtjXVvuqS_!!6000000006718-1-tps-3116-1852.gif" width="500" alt="agentscope-workstation" style="box-shadow: 5px 10px 18px #888888;">
</a>
</h5>

- 欢迎加入我们的社区

| [Discord](https://discord.gg/eYMpfnkG8h) | 钉钉群 |
|---------|----------|
| <img src="https://gw.alicdn.com/imgextra/i1/O1CN01hhD1mu1Dd3BWVUvxN_!!6000000000238-2-tps-400-400.png" width="100" height="100"> | <img src="https://img.alicdn.com/imgextra/i2/O1CN01tuJ5971OmAqNg9cOw_!!6000000001747-0-tps-444-460.jpg" width="100" height="100"> |

## 新闻

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/> **[2024-07-15]** 我们在AgentScope中实现了Mixture of Agents算法。算法模块的使用样例请参考我们的[MoA示例](https://github.com/modelscope/agentscope/blob/main/examples/conversation_mixture_of_agents)

----

## 新闻

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-07-15]** AgentScope 中添加了 Mixture of Agents 算法。使用样例请参考 [MoA 示例](https://github.com/modelscope/agentscope/blob/main/examples/conversation_mixture_of_agents)

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-06-14]** 新的提示调优(Prompt tuning)模块已经上线 AgentScope,用以帮助开发者生成和优化智能体的 system prompt。更多的细节和使用样例请参考 AgentScope [教程](https://modelscope.github.io/agentscope/en/tutorial/209-prompt_opt.html)

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-06-11]** RAG功能现在已经整合进 **AgentScope** 中! 大家可以根据 [**简要介绍AgentScope中的RAG**](https://modelscope.github.io/agentscope/en/tutorial/210-rag.html) ,让自己的agent用上外部知识!

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-06-09]** AgentScope v0.0.5 已经更新!在这个新版本中,我们开源了 [**AgentScope Workstation**](https://modelscope.github.io/agentscope/en/tutorial/209-gui.html) (在线版本的网址是[agentscope.io](https://agentscope.io))!

<h5 align="center">
<img src="https://img.alicdn.com/imgextra/i1/O1CN01RXAVVn1zUtjXVvuqS_!!6000000006718-1-tps-3116-1852.gif" width="600" alt="agentscope-logo">
</h5>

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-05-24]** 我们很高兴地宣布 **AgentScope Workstation** 相关功能即将开源。我们的网站服务暂时下线。在线服务会很快升级重新上线,敬请期待...
- **[2024-05-24]** 我们很高兴地宣布 **AgentScope Workstation** 相关功能即将开源。我们的网站服务暂时下线。在线服务会很快升级重新上线,敬请期待...

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-05-15]** 用于解析模型格式化输出的**解析器**模块已经上线 AgentScope!更轻松的构建多智能体应用,使用方法请参考[教程](https://modelscope.github.io/agentscope/en/tutorial/203-parser.html)。与此同时,[`DictDialogAgent`](https://github.com/modelscope/agentscope/blob/main/src/agentscope/agents/dict_dialog_agent.py) 类和 [狼人杀游戏](https://github.com/modelscope/agentscope/tree/main/examples/game_werewolf) 样例也已经同步更新!
- **[2024-05-15]** 用于解析模型格式化输出的**解析器**模块已经上线 AgentScope!更轻松的构建多智能体应用,使用方法请参考[教程](https://modelscope.github.io/agentscope/en/tutorial/203-parser.html)。与此同时,[`DictDialogAgent`](https://github.com/modelscope/agentscope/blob/main/src/agentscope/agents/dict_dialog_agent.py) 类和 [狼人杀游戏](https://github.com/modelscope/agentscope/tree/main/examples/game_werewolf) 样例也已经同步更新!

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-05-14]** 目前 AgentScope 正在进行 AgentScope Workstation & Copilot 用户体验反馈活动,需要您宝贵的意见来帮助我们改善 AgentScope 的拖拽式多智能体应用开发与 Copilot 体验。您的每一个反馈都十分宝贵,请点击 [链接](https://survey.aliyun.com/apps/zhiliao/vgpTppn22) 参与问卷,感谢您的支持!
- **[2024-05-14]** 目前 AgentScope 正在进行 AgentScope Workstation & Copilot 用户体验反馈活动,需要您宝贵的意见来帮助我们改善 AgentScope 的拖拽式多智能体应用开发与 Copilot 体验。您的每一个反馈都十分宝贵,请点击 [链接](https://survey.aliyun.com/apps/zhiliao/vgpTppn22) 参与问卷,感谢您的支持!

- <img src="https://img.alicdn.com/imgextra/i3/O1CN01SFL0Gu26nrQBFKXFR_!!6000000007707-2-tps-500-500.png" alt="new" width="30" height="30"/>**[2024-05-14]** AgentScope 现已支持 **gpt-4o** 等 OpenAI Vision 模型! 模型配置请见[链接](./examples/model_configs_template/openai_chat_template.json)。同时,新的样例“[与gpt-4o模型对话](./examples/conversation_with_gpt-4o)”已上线!
- **[2024-05-14]** AgentScope 现已支持 **gpt-4o** 等 OpenAI Vision 模型! 模型配置请见[链接](./examples/model_configs_template/openai_chat_template.json)。同时,新的样例“[与gpt-4o模型对话](./examples/conversation_with_gpt-4o)”已上线!

- **[2024-04-30]** 我们现在发布了**AgentScope** v0.0.4版本!

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