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Together AI introduced DeepSWE is a new SOTA open-source software engineering model trained entirely using reinforcement learning, based on Qwen3-32B DeepSWE is trained with rLLM, Agentica’s modular RL post-training framework for agents rLLM makes it easy to build, train, and deploy RL-tuned agents on real-world workloads — from software engineering to web navigation and beyond Train DeepSWE yourself. Extend it. Build your own local agents