Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
41 tokens/sec
GPT-4o
59 tokens/sec
Gemini 2.5 Pro Pro
41 tokens/sec
o3 Pro
7 tokens/sec
GPT-4.1 Pro
50 tokens/sec
DeepSeek R1 via Azure Pro
28 tokens/sec
2000 character limit reached

AI2Apps: A Visual IDE for Building LLM-based AI Agent Applications (2404.04902v1)

Published 7 Apr 2024 in cs.AI and cs.SE

Abstract: We introduce AI2Apps, a Visual Integrated Development Environment (Visual IDE) with full-cycle capabilities that accelerates developers to build deployable LLM-based AI agent Applications. This Visual IDE prioritizes both the Integrity of its development tools and the Visuality of its components, ensuring a smooth and efficient building experience.On one hand, AI2Apps integrates a comprehensive development toolkit ranging from a prototyping canvas and AI-assisted code editor to agent debugger, management system, and deployment tools all within a web-based graphical user interface. On the other hand, AI2Apps visualizes reusable front-end and back-end code as intuitive drag-and-drop components. Furthermore, a plugin system named AI2Apps Extension (AAE) is designed for Extensibility, showcasing how a new plugin with 20 components enables web agent to mimic human-like browsing behavior. Our case study demonstrates substantial efficiency improvements, with AI2Apps reducing token consumption and API calls when debugging a specific sophisticated multimodal agent by approximately 90% and 80%, respectively. The AI2Apps, including an online demo, open-source code, and a screencast video, is now publicly accessible.

PDF HTML Abstract
Ai Sparkles Streamline Icon: https://streamlinehq.com Summarize File Document Download Save Streamline Icon: https://streamlinehq.com PDF File Document Download Save Streamline Icon: https://streamlinehq.com Markdown Bookmark Chat Bubble Oval Streamline Icon: https://streamlinehq.com Chat (Pro)
Definition Search Book Streamline Icon: https://streamlinehq.com
References (35)
  1. AutoGPT. 2023. Autogpt. https://github.com/Significant-Gravitas/AutoGPT.
  2. Baidubce. 2023a. Appbuilder. https://cloud.baidu.com/product/AppBuilder.
  3. Baidubce. 2023b. Appbuilder-sdk. https://github.com/baidubce/app-builder.
  4. Emergent autonomous scientific research capabilities of large language models. arXiv preprint arXiv:2304.05332.
  5. Autonomous chemical research with large language models. Nature, 624(7992):570–578.
  6. Augmenting large language models with chemistry tools. In NeurIPS 2023 AI for Science Workshop.
  7. ByteDance. 2023. Coze: Next-gen ai chatbot developing platform. https://www.coze.com/.
  8. Agentverse: Facilitating multi-agent collaboration and exploring emergent behaviors in agents. arXiv preprint arXiv:2308.10848.
  9. Dataelement. 2023. Bisheng. https://github.com/dataelement/bisheng.
  10. FlowiseAI. 2023. Flowise. https://github.com/FlowiseAI/Flowise.
  11. Agentscope: A flexible yet robust multi-agent platform. arXiv preprint arXiv:2402.14034.
  12. Metagpt: Meta programming for multi-agent collaborative framework. In The Twelfth International Conference on Learning Representations.
  13. Large language models are zero-shot reasoners. Advances in neural information processing systems, 35:22199–22213.
  14. LangChain. 2023a. Langchain. https://github.com/langchain-ai/langchain.
  15. LangChain. 2023b. Langsmith. https://www.langchain.com/langsmith.
  16. LangGenius. 2023. Dify. https://github.com/langgenius/dify.
  17. Camel: Communicative agents for "mind" exploration of large language model society. In Thirty-seventh Conference on Neural Information Processing Systems.
  18. Logspace. 2023. Langflow. https://github.com/logspace-ai/langflow.
  19. Microsoft. 2023a. Autogen studio 2.0: Revolutionizing ai agents. https://autogen-studio.com/.
  20. Microsoft. 2023b. Prompt flow. https://github.com/microsoft/promptflow.
  21. Microsoft. 2023c. Prompt flow for vscode. https://marketplace.visualstudio.com/items?itemName=prompt-flow.prompt-flow.
  22. Microsoft. 2023d. Semantic kernel. https://github.com/microsoft/semantic-kernel.
  23. Microsoft. 2023e. Semantic kernel for vscode. https://learn.microsoft.com/en-us/semantic-kernel/vs-code-tools/.
  24. Microsoft. 2023f. Visual studio code - open source. https://github.com/microsoft/vscode.
  25. Yohei Nakajima. 2023. Babyagi. https://github.com/yoheinakajima/babyagi.
  26. Webgpt: Browser-assisted question-answering with human feedback. arXiv preprint arXiv:2112.09332.
  27. Openai. 2023. Explore gpts. https://chat.openai.com/gpts.
  28. Communicative agents for software development. arXiv preprint arXiv:2307.07924.
  29. Toolformer: Language models can teach themselves to use tools. Advances in Neural Information Processing Systems, 36.
  30. A survey on large language model based autonomous agents. arXiv preprint arXiv:2308.11432.
  31. Chain-of-thought prompting elicits reasoning in large language models. Advances in neural information processing systems, 35:24824–24837.
  32. Autogen: Enabling next-gen llm applications via multi-agent conversation framework. arXiv preprint arXiv:2308.08155.
  33. The rise and potential of large language model based agents: A survey. arXiv preprint arXiv:2309.07864.
  34. Openagents: An open platform for language agents in the wild. arXiv preprint arXiv:2310.10634.
  35. React: Synergizing reasoning and acting in language models. In The Eleventh International Conference on Learning Representations.
User Edit Pencil Streamline Icon: https://streamlinehq.com
Authors (6)
  1. Xin Pang (3 papers)
  2. Zhucong Li (6 papers)
  3. Jiaxiang Chen (11 papers)
  4. Yuan Cheng (70 papers)
  5. Yinghui Xu (48 papers)
  6. Yuan Qi (85 papers)
Citations (2)
View on Semantic Scholar