camel-ai.org is working on finding the scaling laws of agents. The first and the best multi-agent framework. Discord: discord.camel-ai.org. Product @Eigent_AI

Joined June 2023
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Open AI and Anthropic just release GPT-5.3-Codex and Opus 4.6 model, terminal capability is now on top of their list evaluating modal capability. But terminal training hits a wall fast: there aren’t enough high-quality environments. In SETA, we just shipped 1,376 validated terminal environments across: SE • sysadmin • security • debugging • networking • DevOps Compatible with Terminal Bench & Harbor. @Mike_A_Merrill @alexgshaw And we’re scaling fast 👀 Find it in: github.com/camel-ai/seta-env or search for seta-env in on harbor registry
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Starting in 15 minutes! Join us live, listen in and bring your questions for the Q&A. See you there! Zoom Meeting ID: 882 7375 8341 Passcode: 779946
🚀 Join us for the CAMEL-AI Live Talk on InferenceBench: A Benchmark for Open-Ended LLM Inference Optimization by AI Agents with Jehyeok Yeon @jehyeoky248, incoming PhD at the ELLIS Institute Tübingen & Max Planck Institute for Intelligent Systems. We will be sharing how InferenceBench evaluates AI agents on realistic LLM inference optimization tasks under single-GPU, goal, and time constraints, and what it reveals about current agents’ struggles with open-ended exploration, prompting reliance, and reward hacking. 🕐 12 June 2026 | 13:00 BST / 8:00 AM EDT 🔗Register: forms.gle/JkfeMUEhmLn9RwwD9
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🚀 Join us for the CAMEL-AI Live Talk on InferenceBench: A Benchmark for Open-Ended LLM Inference Optimization by AI Agents with Jehyeok Yeon @jehyeoky248, incoming PhD at the ELLIS Institute Tübingen & Max Planck Institute for Intelligent Systems. We will be sharing how InferenceBench evaluates AI agents on realistic LLM inference optimization tasks under single-GPU, goal, and time constraints, and what it reveals about current agents’ struggles with open-ended exploration, prompting reliance, and reward hacking. 🕐 12 June 2026 | 13:00 BST / 8:00 AM EDT 🔗Register: forms.gle/JkfeMUEhmLn9RwwD9
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⏰ 30 MINS TO GO! Our Live Talk on CUA-Gym by @BowenWangNLP is starting soon. join us live and bring your questions! Zoom Meeting ID: 817 0802 2825 Passcode: 226739
🚀 Join us for a CAMEL-AI Live Talk with Bowen @BowenWangNLP on CUA-Gym! CUA-Gym scales verifiable RLVR training data for computer-use agents, with 32,122 tasks across 110 environments. Homepage: cua-gym.xlang.ai 📅 June 5, 2026 | 13:00 London time Register: forms.gle/x3M1L4tfeSSoX5oH7
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CAMEL-AI.org retweeted
Will be delivering a talk about CUA-Gym at @CamelAIOrg at 8pm CST/1pm BST, feel free to join!
🚀 Join us for a CAMEL-AI Live Talk with Bowen @BowenWangNLP on CUA-Gym! CUA-Gym scales verifiable RLVR training data for computer-use agents, with 32,122 tasks across 110 environments. Homepage: cua-gym.xlang.ai 📅 June 5, 2026 | 13:00 London time Register: forms.gle/x3M1L4tfeSSoX5oH7
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🚀 Join us for a CAMEL-AI Live Talk with Bowen @BowenWangNLP on CUA-Gym! CUA-Gym scales verifiable RLVR training data for computer-use agents, with 32,122 tasks across 110 environments. Homepage: cua-gym.xlang.ai 📅 June 5, 2026 | 13:00 London time Register: forms.gle/x3M1L4tfeSSoX5oH7
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⏰ 30 MINS TO GO! Our Live Talk on Articraft by @Mattzh1314 starting soon! Catch the action live on YouTube here: youtube.com/live/yKFWc2sTuAQ See you in the chat! 🙌
CAMEL-AI Live Talk this Friday 🚨 "Articraft: An Agentic System for Scalable Articulated 3D Asset Generation" by Matt Zhou @Mattzh1314 (Visiting Researcher at the University of Cambridge) Articraft is a system for generating 3D articulated assets at scale. It leverages a custom agentic harness with geometric validation built in, and a LLM-friendly 3D design library to achieve this. Tuning for a blend of both realism and cost-effectiveness, Matt and his team use Articraft to create a large 10k scale dataset of articulated objects, and study using this data to improve existing models and unlock downstream applications in robotic simulation and VR. Paper link: arxiv.org/html/2605.15187v1 🗓 May 29 · 8:00 PT / 16:00 BST 🔗 Register for Live Talk: forms.gle/K1drb9ao5QQmhB6z8
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CAMEL-AI.org retweeted
Matt @Mattzh1314 is presenting #Articraft at 8am PT / 4pm BST this Friday. Livestreaming on YouTube: youtube.com/live/yKFWc2sTuAQ Shoutout to @CamelAIOrg for hosting the event!
Check out Ariticraft 🦾 - a highly efficient agentic system that generates articulated 3D assets fully automatically at scale! 🚀 articraft3d.github.io/
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CAMEL-AI Live Talk this Friday 🚨 "Articraft: An Agentic System for Scalable Articulated 3D Asset Generation" by Matt Zhou @Mattzh1314 (Visiting Researcher at the University of Cambridge) Articraft is a system for generating 3D articulated assets at scale. It leverages a custom agentic harness with geometric validation built in, and a LLM-friendly 3D design library to achieve this. Tuning for a blend of both realism and cost-effectiveness, Matt and his team use Articraft to create a large 10k scale dataset of articulated objects, and study using this data to improve existing models and unlock downstream applications in robotic simulation and VR. Paper link: arxiv.org/html/2605.15187v1 🗓 May 29 · 8:00 PT / 16:00 BST 🔗 Register for Live Talk: forms.gle/K1drb9ao5QQmhB6z8
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CAMEL-AI.org retweeted
🚀 OrcaRouter is now natively integrated into Eigent. @Eigent_AI is the Open Source Cowork Desktop built with @CamelAIOrg to unlock exceptional productivity — bringing unified model access, agentic workflows, and a smoother AI-native cowork experience. #AI #OpenSource
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CAMEL-AI.org retweeted
"You can start building Gemini managed agents with your prefered stack from day one!" Thanks @OfficialLoganK 🐐 for mentioning Eigent at Google IO Developer Keynote. So grateful to be Gemini's ecosystem partner! Checkout our demo in action 👇
Gemini 3.5 flash Gemini managed agents api just audited a real megatron-lm ci failure inside Eigent. root cause in minutes! watch the handoff: coordinator agent plans the audit, developer agent loads the ml-failure-audit skill and gathers the evidence, then gemini agent steps in as a remote sub-agent for the heavy reasoning. gemini managed agents api and gemini 3.5 flash now live on our open-source cowork Eigent! @googleaidevs @GoogleAIStudio
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CAMEL-AI.org retweeted
Gemini 3.5 flash Gemini managed agents api just audited a real megatron-lm ci failure inside Eigent. root cause in minutes! watch the handoff: coordinator agent plans the audit, developer agent loads the ml-failure-audit skill and gathers the evidence, then gemini agent steps in as a remote sub-agent for the heavy reasoning. gemini managed agents api and gemini 3.5 flash now live on our open-source cowork Eigent! @googleaidevs @GoogleAIStudio
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⏰ We’re going live in 30 minutes! Today’s talk: RelAgent: LLM Agents as Data Scientists for Relational Learning by Xingyue Huang Come join us for an exciting session on LLM agents, data science, and relational learning. 🔗 Meeting link: us06web.zoom.us/j/8622352686… 📍 Passcode: 641093
🚨CAMEL-AI Live Talk by Xingyue Huang @hxyscott on RelAgent, an LLM-agent framework that acts as a data scientist for relational learning. RelAgent autonomously searches via tool-calling over SQL feature programs and downstream models, guided by validation feedback and an evaluation workspace for task-specific diagnostics. At inference time, there are no LLM calls, only executable SQL features a classical model. RelAgent achieves competitive results against relational foundation models while staying fast, deterministic, and interpretable. Paper: arxiv.org/abs/2605.07840 ⏲️ 15 May 2026 13:00 BST | 8:00 EDT 🔗 Register: forms.gle/Myjx7A4URqp9Q7mD6
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🐫x 🐋. Try OrcaRouter with CAMEL framework!
OrcaRouter now supports @CamelAIOrg 🐫🐋 We added ModelPlatformType.ORCAROUTER as a dedicated model platform integration. OrcaRouter is an OpenAI-compatible LLM gateway with adaptive routing that automatically picks the best upstream model per request. ⚡ Lower latency 💸 Better cost efficiency 🧠 Access to top models through one endpoint Works seamlessly with CAMEL and existing OpenAI-compatible agent workflows. github.com/camel-ai/camel
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🚨CAMEL-AI Live Talk by Xingyue Huang @hxyscott on RelAgent, an LLM-agent framework that acts as a data scientist for relational learning. RelAgent autonomously searches via tool-calling over SQL feature programs and downstream models, guided by validation feedback and an evaluation workspace for task-specific diagnostics. At inference time, there are no LLM calls, only executable SQL features a classical model. RelAgent achieves competitive results against relational foundation models while staying fast, deterministic, and interpretable. Paper: arxiv.org/abs/2605.07840 ⏲️ 15 May 2026 13:00 BST | 8:00 EDT 🔗 Register: forms.gle/Myjx7A4URqp9Q7mD6
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CAMEL-AI.org retweeted
Can LLMs help relational learning while avoiding high inference cost? Introducing RelAgent: an LLM agent that searches over SQL feature programs and classical ML models, then deploys the predictor without further LLM calls. With @louistichelman @jw9730 @kolejnyyyy @ismaililkanc
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CAMEL-AI.org retweeted
ask for a friend if you wanted to build the best scaling rl environment team in the bay area, who would be your top engineer / researcher hire?
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