Links: 📄 Paper: arxiv.org/abs/2606.08340 🌐 Website: alem-world.github.io 💻 Env + harness: github.com/alem-world/a... 🤗 MARL baselines: huggingface.co/alem-world/a... Try your own agent and submit it!
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Links: 📄 Paper: arxiv.org/abs/2606.08340 🌐 Website: alem-world.github.io 💻 Env + harness: github.com/alem-world/a... 🤗 MARL baselines: huggingface.co/alem-world/a... Try your own agent and submit it!
Links: 📄 Paper: arxiv.org/abs/2606.08340 🌐 Website: alem-world.github.io 💻 Env + harness: github.com/alem-world/a... 🤗 MARL baselines: huggingface.co/alem-world/a... Try your own agent and submit it!
We open-sourced the library for computing the metrics and have a fun website you can play around with to get the intuition. 📜: arxiv.org/abs/2602.20804 💻: kaleabtessera.com/probing 🧑💻: github.com/KaleabTesser...
Links: 📄 Paper: arxiv.org/abs/2606.08340 🌐 Website: alem-world.github.io 💻 Env + harness: github.com/alem-world/a... 🤗 MARL baselines: huggingface.co/alem-world/a... Try your own agent and submit it!
There's much more in the paper and website, including coordination by task type, model-size effects, and sampled interactive traces from all 13 models. The agent conversations alone are worth exploring, from role assignment to coordinated revives: alem-world.github.io/traces.html
Recent commentary
Can LLM agents coordinate in long-horizon, open-ended worlds? We test 13 LLMs in Alem, a new benchmark. Most struggle, averaging ~6% normalised return. Yet on Hard, zero-shot Gemini 3.1 Pro matches the best MARL agent after 1B training steps. Our ablations show communication matters most. 🧵
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