{"repo":"JARVIS-Xs/SE-Agent","free":true,"listed":false,"github":"https://github.com/JARVIS-Xs/SE-Agent","clone":"git clone https://github.com/JARVIS-Xs/SE-Agent.git","description":"SE-Agent is a self-evolution framework for LLM Code agents. It enables trajectory-level evolution to exchange information across reasoning paths via Revision, Recombination, and Refinement, expanding the search space and escaping local optima. On SWE-bench Verified, it achieves SOTA performance","language":"Python","stars":286,"topics":["claude-code","code-agent","code-fix","mcts","swe-agent","swe-bench","test-time-scaling","self-evolve"],"license":"MIT","category":"ai-agents","readme_excerpt":"SE-Agent: Self-Evolution Trajectory Optimization in Multi-Step Reasoning with LLM-Based Agents 🏆 State-of-the-Art Performance on SWE-bench Verified: 80% 📰 News - 2025.09.19 🎉 Excited to announce that our papers have been accepted to NeurIPS 2025 — RepoMaster as a Spotlight (≈3.2%) and SE-Agent as a Poster (≈24.52%)! - 2025.08.28 🎉 We open-sourced RepoMaster — an AI agent that leverages GitHub repos to solve complex real-world tasks. - 2025.08.26 🎉 We open-sourced GitTaskBench — a repo-level benchmark & tooling suite for real-world tasks. - 2025.08.10 🎉 We open-sourced SE-Agent — a self-evolution trajectory framework for multi-step reasoning. 🔗 Ecosystem : RepoMaster · GitTaskBench · SE-Agent · Team Homepage --- 🎯 What is SE-Agent? SE-Agent is a self-evolution framework that enables information exchange between reasoning paths through a trajectory-level evolution mechanism, breaking the cognitive limitations of single trajectories. This approach expands the search space, escapes local optima, and demonstrates emergent capabilities from collective interactions, achieving 80% Top1 performance on SWE-bench Verified , truly realizing autonomous evolution for LLM-based agents in complex reasoning tasks. 📊 Performance Results 🏆 SWE-bench Verified Evaluation: State-of-the-Art Performance! SE-Agent ranks Top1 among open-source frameworks on SWE-bench Verified. ✨ Performance Comparison: Leading with Significant Gains! SE-Agent gain significant gains on SWE-bench Verified acro","default_branch":null,"files":null,"tree":[],"storefront":"/r/JARVIS-Xs","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/JARVIS-Xs/SE-Agent/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}