CAMEL is an open-source community exploring the scaling laws of agents. We believe large-scale studies of agents can offer valuable insights.

Beijing
Joined May 2017
📢 We’ve integrated CLIP embeddings into the 📷 CAMEL framework. This integration allows us to process multimodal data inputs, improving our ability to generate embeddings from both text and image inputs. 📷 github.com/camel-ai/
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We've integrated the Code Interpreter into the CAMEL framework! This provides agents with the ability to execute code. A big thanks to our contributor onemquan for their work on this. 🤝
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🦀 CRAB is designed to be a general-purpose benchmark framework for Multimodal Language Model (MLM) agents. We’re excited to present CRAB Benchmark-v0, built with the CRAB framework. It includes 100 tasks across two environments (Ubuntu and Android) and has been tested with four different MLMs (GPT-4o, GPT-4 Turbo, Gemini 1.5 Pro, and Claude 3 Opus) under three distinct communication settings. 🚀 This is just the beginning! 🦀 CRAB will continue as an open-source project with more exciting features, benchmarking results, and research coming soon. Watch this video to learn more about the project. 👇
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Introducing 🦀 CRAB: Cross-environment Agent Benchmark for Multimodal Language Model Agents 🦀 CRAB offers a simple, end-to-end framework for building multimodal agents, managing environments, and creating benchmarks for evaluation. It features three core components: 🔀 Cross-environment support – agents can perform tasks on both 📱Android and 💻Ubuntu. 🕸️ Graph evaluator – provides detailed evaluation metrics for agents. 🤖 Task generation – automatically creates tasks by composing subtasks. By connecting multiple devices to agents, 🦀 CRAB enhances the ability to perform human-like tasks like never before. Use 🦀 CRAB to benchmark your multimodal agents! - 👨‍💻 Check out the repository: github.com/camel-ai/crab - 📝 Read the paper: arxiv.org/abs/2407.01511 - 🌐 Find out more via the project page: crab.camel-ai.org
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long overdue question: did your AGI timeline change after the recent developments, or does it remain the same? when did you expect it to be achieved, and what’s your definition? > 2026 > 2027 > 2028–2030 > after 2030
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Introducing CRAB 🦀: watch it in action soon.
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📢 We’ve added @Redisinc cache storage to the 🐫 CAMEL framework! This enhances data management with high-performance cache storage that scales to meet growing demands. A big thank you to our contributor koch3092 for this contribution. 🤝 Explore more here: github.com/camel
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Bill Gates says AI will replace doctors and teachers. Yes, it will! But what about billionaires? AI will also lead to severe income inequality with a handful of billionaires and billions of have-nots... The only way to prevent this is to push for open-source AI
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🎉 Celebrating 5,000 Stars on GitHub! 🎉 A heartfelt thank you to our amazing community! We couldn’t have reached this milestone without your continuous support and contributions. 🌟 What’s Next? We’re committed to leading the next generation of open-source multi-agent systems. Some of our upcoming goals include: 🤖 Enhancing agentic data generation 📷 Scaling up to 1 million agents 🚀 Expanding infrastructure to enable faster product development with CAMEL Join us on this journey: github.com/camel-ai/camel
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o3 is all we need! Just need it to be 100x cheaper and 10x faster. 🤞
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CAMEL🐫 updates! 🛠 Tools: -Discord Bot with RAG -Redis cache -Gemini 1.5 -Docker Support -Code Interpreter -Sync to Async -Claude 3.5 Sonnet -Nemontron API 💡 Other: -OpenAI Embeddings -Docker Compose Read it all here: camel-ai.org/post/releasenot…
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This extracts frames, processes them, and generates descriptive text using LLMs with multi-modal capability. Thanks to @hhhhhhuuuuiiii for this fantastic addition. 🤝 Explore more here: github.com/camel-ai/camel/pu……
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o4-mini may be the REAL STORY It ALSO beats Gemini 2.5 AND is about 2x cheaper! It also comes with prompt caching 💃 A great model to throw into the mix when you are building god-tier AI 😎 Our launch will be on Friday!
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📢 We’ve integrated CLIP embeddings into the 📷 CAMEL framework. This integration allows us to process multimodal data inputs, improving our ability to generate embeddings from both text and image inputs. 🔗 : github.com/camel-ai/
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📢 We’ve just introduced a knowledge graph agent into the 🐫 CAMEL framework. This agent first processes the given text using @UnstructuredIO. Next, it extracts relationships between entities from the processed content, enabling more efficient data structuring.
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GPT 4.1 Is Aging Very Well :) Our analysis is that it's the best overall model for various use-cases across the spectrum. We will be replacing GPT-4o with GPT 4.1 in RouteLLM today
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This integration provides a consistent and isolated environment, making it easy to set up CAMEL, run examples, and develop using Docker. Thanks to @koch309 for contributing to this! 🤝 Explore more here: github.com/camel-ai/camel/bl…
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📢 We’ve integrated Gemini 1.5 into the CAMEL 🐫 framework! This boosts our ability to handle long-context understanding and multi-modal data processing, simplifying large and complex tasks across text, images, and videos.
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GPT 4.1 Is Now On ChatLLM > It's better than GPT-4o > does not seem to be better than Gemini 2.5 Pro or Sonnet for code > Livebench results point to it being an incremental update to GPT-4o
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📢 We’ve just integrated @JinaAI_'s Reader API into the 🐫 CAMEL framework! This integration offers a cleaner, more efficient way to extract LLM-friendly content from URLs, significantly enhancing the quality of data fed into language models.
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