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SWE-agent


			
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      <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M10 20H6V4h7v5h5v3.1l2-2V8l-6-6H6c-1.1 0-2 .9-2 2v16c0 1.1.9 2 2 2h4zm10.2-7c.1 0 .3.1.4.2l1.3 1.3c.2.2.2.6 0 .8l-1 1-2.1-2.1 1-1c.1-.1.2-.2.4-.2m0 3.9L14.1 23H12v-2.1l6.1-6.1z"/></svg>
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<h1 id="turn-lms-into-swe-agents-and-more">Turn LMs into SWE agents (and more)!</h1>
<p><a class="glightbox" href="assets/readme_assets/swe-agent-banner.png" data-type="image" data-width="auto" data-height="auto" data-desc-position="bottom"><img alt="SWE-agent banner" src="assets/readme_assets/swe-agent-banner.png" /></a></p>
<p>SWE-agent turns LMs (e.g. GPT-4) into agents that can
<a href="background#swe-agent">🐛 fix issues in real GitHub repositories</a>,
<a href="usage/coding_challenges/">⛳️ solve coding challenges</a>, and
<a href="background#enigma">🔥 crack offensive cybersecurity challenges</a> (<span class="enigma">EnIGMA</span> mode).</p>
<div class="grid cards">
<ul>
<li>
<p><span class="twemoji lg middle"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M18 22a2 2 0 0 0 2-2V4a2 2 0 0 0-2-2h-6v7L9.5 7.5 7 9V2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2z"/></svg></span> <strong>Background &amp; goals</strong></p>
<hr />
<p>Learn more about the project goals and academic research.</p>
<p><a href="background/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> Learn more</a></p>
</li>
<li>
<p><span class="twemoji lg middle"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M5 20h14v-2H5m14-9h-4V3H9v6H5l7 7z"/></svg></span> <strong>Installation</strong></p>
<hr />
<p>Three different ways to get started, including running installation-free in your browser.</p>
<p><a href="installation/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> Get started</a></p>
</li>
<li>
<p><span class="twemoji lg middle"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M8 5.14v14l11-7z"/></svg></span> <strong>Usage</strong></p>
<hr />
<p>Learn how to make the most out of SWE-agent.</p>
<p><a href="usage/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> Tutorials, tips and tricks</a></p>
</li>
<li>
<p><span class="twemoji lg middle"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 15.5A3.5 3.5 0 0 1 8.5 12 3.5 3.5 0 0 1 12 8.5a3.5 3.5 0 0 1 3.5 3.5 3.5 3.5 0 0 1-3.5 3.5m7.43-2.53c.04-.32.07-.64.07-.97s-.03-.66-.07-1l2.11-1.63c.19-.15.24-.42.12-.64l-2-3.46c-.12-.22-.39-.31-.61-.22l-2.49 1c-.52-.39-1.06-.73-1.69-.98l-.37-2.65A.506.506 0 0 0 14 2h-4c-.25 0-.46.18-.5.42l-.37 2.65c-.63.25-1.17.59-1.69.98l-2.49-1c-.22-.09-.49 0-.61.22l-2 3.46c-.13.22-.07.49.12.64L4.57 11c-.04.34-.07.67-.07 1s.03.65.07.97l-2.11 1.66c-.19.15-.25.42-.12.64l2 3.46c.12.22.39.3.61.22l2.49-1.01c.52.4 1.06.74 1.69.99l.37 2.65c.04.24.25.42.5.42h4c.25 0 .46-.18.5-.42l.37-2.65c.63-.26 1.17-.59 1.69-.99l2.49 1.01c.22.08.49 0 .61-.22l2-3.46c.12-.22.07-.49-.12-.64z"/></svg></span> <strong>Configuration</strong></p>
<hr />
<p>SWE-agent can be tweaked extensively without modifying the code.</p>
<p><a href="usage/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> Modify SWE-agent behavior</a></p>
</li>
<li>
<p><span class="twemoji lg middle"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 2a7 7 0 0 0-7 7c0 2.38 1.19 4.47 3 5.74V17a1 1 0 0 0 1 1h6a1 1 0 0 0 1-1v-2.26c1.81-1.27 3-3.36 3-5.74a7 7 0 0 0-7-7M9 21a1 1 0 0 0 1 1h4a1 1 0 0 0 1-1v-1H9z"/></svg></span> <strong>Development</strong></p>
<hr />
<p>Dig into SWE-agent's code and build your own agent!</p>
<p><a href="reference/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> Development information</a></p>
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<p><span class="twemoji lg middle"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19.11 11.92q.03-.315.03-.63c0-3.43-1.43-7.15-2.86-7.15S13.42 5.57 12 5.57c-1.43 0-2.86-1.43-4.29-1.43s-2.85 3.65-2.85 7.15c0 .21 0 .42.02.63 2.34.53 4.72.8 7.12.79 2.45 0 4.83-.27 7.11-.79M3.45 18.18a29.7 29.7 0 0 0 17.09 0A2.142 2.142 0 0 0 22 16.17c0-.45-.14-.88-.39-1.25-.26-.36-.61-.63-1.05-.78-2.7.86-5.56 1.31-8.56 1.31S6.13 15 3.43 14.14c-.43.15-.78.43-1.04.79-.25.36-.39.79-.39 1.24 0 .94.61 1.73 1.45 2.01"/></svg></span> <strong>EnIGMA</strong></p>
<hr />
<p><span class="enigma">EnIGMA</span> turns SWE-agent into an offensive cybersecurity expert.</p>
<p><a href="background/#enigma"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> Learn more</a></p>
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<p><span class="twemoji lg middle"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11H4V8h16m0 7h-7v-2h7m0 6h-7v-2h7m-9 2H4v-6h7m9.33-8.33L18.67 3 17 4.67 15.33 3l-1.66 1.67L12 3l-1.67 1.67L8.67 3 7 4.67 5.33 3 3.67 4.67 2 3v16a2 2 0 0 0 2 2h16a2 2 0 0 0 2-2V3z"/></svg></span> <strong>Changelog</strong></p>
<hr />
<p>See what's new in SWE-agent.</p>
<p><a href="installation/changelog/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> Read the changelog</a></p>
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