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README.md
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pipeline_tag: text-generation
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---
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</div>
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<div align="center" style="line-height: 1;">
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<a href="https://github.com/agentica-project/rllm" style="margin: 2px;">
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<img alt="Code" src="https://img.shields.io/badge/rLLM-000000?style=for-the-badge&logo=github&logoColor=000&logoColor=white" style="display: inline-block; vertical-align: middle;"/>
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</div>
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</div>
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## DeepSWE Overview
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DeepSWE-Preview is a fully open-sourced, state-of-the-art coding agent trained with only reinforcement learning (RL) to excel at software engineering (SWE) tasks. DeepSWE-Preview demonstrates strong reasoning capabilities in navigating complex codebases and viewing/editing multiple files, and it serves as a foundational model for future coding agents. The model achieves an impressive **59.0%** on SWE-Bench-Verified, which is currently #1 in the open-weights category.
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pipeline_tag: text-generation
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<!-- Header Section -->
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<div align="center" style="background: linear-gradient(135deg, #1c1c1e 0%, #2c2c2e 100%); backdrop-filter: blur(1.25em); border-radius: 1.25em; padding: 1.5em 1.5em; box-shadow: 0 0.5em 2em rgba(0,0,0,0.3); margin-bottom: 1em; border: 1px solid #3a3a3c;">
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<!-- Logo and Title -->
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<div style="display: flex; align-items: center; justify-content: center; gap: 1em; margin-bottom: 1em;">
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<div style="width: 3.5em; height: 3.5em; border-radius: 1em; display: flex; align-items: center; justify-content: center;">
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<img src="https://hebbkx1anhila5yf.public.blob.vercel-storage.com/IMG_3783-N75vmFhDaJtJkLR4d8pdBymos68DPo.png" alt="DeepSWE logo" style="width: 2.5em; height: 2.5em;">
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</div>
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<h1 style="font-size: 3em; font-weight: 150; color: #ffffff; margin: 0; font-family: -apple-system, BlinkMacSystemFont, 'SF Pro Display', sans-serif; letter-spacing: -0.02em;">DeepSWE-Preview</h1>
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</div>
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<!-- Subtitle -->
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<p style="font-size: 1.2em; color: #a1a1aa; margin: 0 0 0 0; font-family: -apple-system, BlinkMacSystemFont, 'SF Pro Text', sans-serif; line-height: 1.5; font-weight: 400;">
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Democratizing Reinforcement Learning for LLM Agents
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</p>
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</div>
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<div align="center" style="line-height: 1;">
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<a href="https://github.com/agentica-project/rllm" style="margin: 2px;">
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<img alt="Code" src="https://img.shields.io/badge/rLLM-000000?style=for-the-badge&logo=github&logoColor=000&logoColor=white" style="display: inline-block; vertical-align: middle;"/>
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</div>
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</div>
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## DeepSWE Overview
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DeepSWE-Preview is a fully open-sourced, state-of-the-art coding agent trained with only reinforcement learning (RL) to excel at software engineering (SWE) tasks. DeepSWE-Preview demonstrates strong reasoning capabilities in navigating complex codebases and viewing/editing multiple files, and it serves as a foundational model for future coding agents. The model achieves an impressive **59.0%** on SWE-Bench-Verified, which is currently #1 in the open-weights category.
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