JARVIS-Xs

SE Agent

Name: SE Agent
Author: JARVIS-Xs

AI community

SOURCE https://github.com/JARVIS-Xs/SE-Agent

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

Installation

This entry records only its repository, not the path inside it, so there is no exact command to give. Open the source below and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

README

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](https://github.com/QuantaAlpha/RepoMaster) · [GitTaskBench](https://github.com/QuantaAlpha/GitTaskBench) · [SE-Agent](https://github.com/JARVIS-Xs/SE-Agent) · [Team Homepage](https://quantaalpha.github.io)