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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>SWE-bench</title>
<meta
name="description"
content="SWE-bench: Evaluate Language Models on Open Source Software Tasks"
/>
<meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1" />
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<div
class="content-wrapper title-wrapper"
style="flex-direction: column"
>
<div
style="
display: flex;
flex-direction: row;
align-items: center;
padding-bottom: 15px;
"
>
<h1 style="font-size: 60px; padding-top: 0.4em">SWE-bench</h1>
<img
src="img/swellama.png"
style="height: 100px; padding-top: 0em; padding-left: 0.5em"
/>
</div>
<h4>Can Language Models Resolve Real-World GitHub Issues?</h4>
<h4 style="font-size: 20px; padding-top: 0.6em">ICLR 2024</h4>
<p style="text-align: center;margin-top:0.5em;">
Carlos E. Jimenez*, John Yang*, <br />
Alexander Wettig, Shunyu Yao, Kexin Pei, <br />
Ofir Press, Karthik Narasimhan
</p>
<div class="content-wrapper" style="margin-top: 2em">
<a href="https://arxiv.org/abs/2310.06770">
<button class="outline">
<i class="fa fa-paperclip"></i> Paper
</button>
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</section>
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<div class="content-wrapper" style="margin-top: 1em; display: flex; justify-content: center; align-items: center;">
<a href="multimodal.html">
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SWE-bench Multimodal
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SWE-bench Lite
</button>
</a>
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SWE-bench Verified
</button>
</a>
</div>
<div class="content-wrapper">
<div class="announcement announcement-highlight">
<p class="announcement-content">
<img src="https://avatars.githubusercontent.com/u/166046056?s=200&v=4" style="width: 1.5em; margin-right: 0.3em;"/>
SWE-agent 1.0 is the open source SOTA on SWE-bench Lite! <a href="https://github.com/SWE-agent/SWE-agent">New features + migration guide.</a>
</p>
</div>
</div>
<div class="content-wrapper">
<div class="content-box leaderboard">
<h2 class="text-title">Leaderboard</h2>
<ul class="tab">
<li><button id="tab-lite" class="tablinks" data-leaderboard="Lite" style="display: flex; align-items: center;">Lite</button></li>
<li><button id="tab-verified" class="tablinks" data-leaderboard="Verified" style="display: flex; align-items: center;">Verified</button></li>
<li><button id="tab-test" class="tablinks" data-leaderboard="Test" style="display: flex; align-items: center;">Full</button></li>
<li><button id="tab-multimodal" class="tablinks" data-leaderboard="Multimodal" style="display: flex; align-items: center;">Multimodal</button></li>
</ul>
<div class="tabcontent" style="display: block" id="leaderboard-Test">
<table class="table scrollable">
<thead>
<tr>
<th><div class="sticky-header-content">Model</div></th>
<th><div class="sticky-header-content">% Resolved</div></th>
<th><div class="sticky-header-content">Org</div></th>
<th><div class="sticky-header-content">Date</div></th>
<th><div class="sticky-header-content">Logs</div></th>
<th><div class="sticky-header-content">Trajs</div></th>
<th><div class="sticky-header-content">Site</div></th>
</tr>
</thead>
<tbody>
<tr>
<td>
<p class="model-type">
🆕 🥇
🤠 ✅ SWE-agent 1.0 (Claude 3.7 Sonnet)
</p>
</td>
<td><p class="number">33.83</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
- </p>
</td>
<td><p><span class="label-date">2025-02-27</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/swe-agent/swe-agent">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🥈
Amazon Q Developer Agent (v20241202-dev)
</p>
</td>
<td><p class="number">29.99</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://upload.wikimedia.org/wikipedia/commons/thumb/9/93/Amazon_Web_Services_Logo.svg/2560px-Amazon_Web_Services_Logo.svg.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2025-01-31</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://aws.amazon.com/q/developer/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🥉
🤠 ✅ OpenHands + CodeAct v2.1 (claude-3-5-sonnet-20241022)
</p>
</td>
<td><p class="number">29.38</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/169105795?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-11-03</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://docs.all-hands.dev/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 AutoCodeRover-v2.0 (Claude-3.5-Sonnet-20241022)
</p>
</td>
<td><p class="number">24.89</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://github.com/AutoCodeRoverSG/autocoderoversg.github.io/blob/main/img/logo_small.png?raw=true" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-11-21</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://www.autocoderover.net/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
Honeycomb
</p>
</td>
<td><p class="number">22.06</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://pbs.twimg.com/profile_images/1826351945021636608/eQgGBRKw_400x400.jpg" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-08-20</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://honeycomb.sh/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
Amazon Q Developer Agent (v20240719-dev)
</p>
</td>
<td><p class="number">19.75</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://upload.wikimedia.org/wikipedia/commons/thumb/9/93/Amazon_Web_Services_Logo.svg/2560px-Amazon_Web_Services_Logo.svg.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-07-21</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://aws.amazon.com/q/developer/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
Factory Code Droid
</p>
</td>
<td><p class="number">19.27</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://pbs.twimg.com/profile_images/1768168785733980160/a4hWTSfN_400x400.jpg" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-06-17</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://www.factory.ai/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
AutoCodeRover (v20240620) + GPT 4o (2024-05-13)
</p>
</td>
<td><p class="number">18.83</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/100131783?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-06-28</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://autocoderover.dev/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 ✅ SWE-agent + Claude 3.5 Sonnet
</p>
</td>
<td><p class="number">18.13</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/166046056?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-06-20</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 ✅ AppMap Navie + GPT 4o (2024-05-13)
</p>
</td>
<td><p class="number">14.60</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://pbs.twimg.com/profile_images/1393240555191160833/q5OUpB3Q_400x400.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-06-15</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://appmap.io/navie">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
Amazon Q Developer Agent (v20240430-dev)
</p>
</td>
<td><p class="number">13.82</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://upload.wikimedia.org/wikipedia/commons/thumb/9/93/Amazon_Web_Services_Logo.svg/2560px-Amazon_Web_Services_Logo.svg.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-05-09</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://aws.amazon.com/q/developer/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 ✅ SWE-agent + GPT 4 (1106)
</p>
</td>
<td><p class="number">12.47</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/166046056?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-04-02</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/SWE-agent/SWE-agent">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 ✅ SWE-agent + GPT 4o (2024-05-13)
</p>
</td>
<td><p class="number">11.99</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/166046056?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-07-28</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/SWE-agent/SWE-agent">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 ✅ SWE-agent + Claude 3 Opus
</p>
</td>
<td><p class="number">10.51</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/166046056?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-04-02</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 ✅ RAG + Claude 3 Opus
</p>
</td>
<td><p class="number">3.79</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/139597579?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-04-02</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/SWE-bench/SWE-bench/tree/main/swebench/inference">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 ✅ RAG + Claude 2
</p>
</td>
<td><p class="number">1.96</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/139597579?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2023-10-10</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 ✅ RAG + GPT 4 (1106)
</p>
</td>
<td><p class="number">1.31</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/139597579?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-04-02</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 ✅ RAG + SWE-Llama 13B
</p>
</td>
<td><p class="number">0.70</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/139597579?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2023-10-10</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 ✅ RAG + SWE-Llama 7B
</p>
</td>
<td><p class="number">0.70</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/139597579?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2023-10-10</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 ✅ RAG + ChatGPT 3.5
</p>
</td>
<td><p class="number">0.17</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://avatars.githubusercontent.com/u/139597579?s=200&v=4" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2023-10-10</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
<td>
<p style="text-align: center;">
- </p>
</td>
</tr>
</tbody>
</table>
</div>
<div class="tabcontent" style="display: block" id="leaderboard-Verified">
<table class="table scrollable">
<thead>
<tr>
<th><div class="sticky-header-content">Model</div></th>
<th><div class="sticky-header-content">% Resolved</div></th>
<th><div class="sticky-header-content">Org</div></th>
<th><div class="sticky-header-content">Date</div></th>
<th><div class="sticky-header-content">Logs</div></th>
<th><div class="sticky-header-content">Trajs</div></th>
<th><div class="sticky-header-content">Site</div></th>
</tr>
</thead>
<tbody>
<tr>
<td>
<p class="model-type">
🥇
W&B Programmer O1 crosscheck5
</p>
</td>
<td><p class="number">64.60</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://wandb.ai/logo.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2025-01-17</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://wandb.ai">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🆕 🥈
AgentScope
</p>
</td>
<td><p class="number">63.40</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
- </p>
</td>
<td><p><span class="label-date">2025-02-06</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://github.com/modelscope/agentscope">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🥉
Blackbox AI Agent
</p>
</td>
<td><p class="number">62.80</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
- </p>
</td>
<td><p><span class="label-date">2025-01-10</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://www.blackbox.ai/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🤠 CodeStory Midwit Agent + swe-search
</p>
</td>
<td><p class="number">62.20</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
- </p>
</td>
<td><p><span class="label-date">2024-12-21</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://aide.dev/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
🆕 🤠 OpenHands + 4x Scaled (2024-02-03)
</p>
</td>
<td><p class="number">60.80</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://all-hands.dev/assets/all-hands-text-logo.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2025-02-03</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://all-hands.dev/">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
Learn-by-interact
</p>
</td>
<td><p class="number">60.20</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://static-00.iconduck.com/assets.00/google-cloud-icon-2048x1646-7admxejz.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2025-01-10</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://arxiv.org/pdf/2501.10893">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
devlo
</p>
</td>
<td><p class="number">58.20</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://devlo.ai/static/media/devlo.ef99a045eba5ea0bcada.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-12-13</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://devlo.ai">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
Emergent E1 (v2024-12-23)
</p>
</td>
<td><p class="number">57.20</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://framerusercontent.com/images/SgtAWOxwfupLelzIrK1vQiBWZvY.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-12-23</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://emergent.sh">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
Gru(2024-12-08)
</p>
</td>
<td><p class="number">57.00</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://pbs.twimg.com/profile_images/1832709320896917504/FB5KojGT_400x400.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-12-08</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://gru.ai">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
EPAM AI/Run Developer Agent v20241212 + Anthopic Claude 3.5 Sonnet
</p>
</td>
<td><p class="number">55.40</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://www.epam.com/content/dam/epam/homepage/epam_logo_light.svg" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-12-12</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
<a href="https://www.epam.com/services/artificial-intelligence">🔗</a>
</p>
</td>
</tr>
<tr>
<td>
<p class="model-type">
Amazon Q Developer Agent (v20241202-dev)
</p>
</td>
<td><p class="number">55.00</p></td>
<td>
<p style="display: flex; justify-content: center; align-items: center;">
<img src="https://upload.wikimedia.org/wikipedia/commons/thumb/9/93/Amazon_Web_Services_Logo.svg/2560px-Amazon_Web_Services_Logo.svg.png" style="height: 1.25em;" />
</p>
</td>
<td><p><span class="label-date">2024-12-02</span></p></td>
<td>
<p style="text-align: center;">
✓ </p>
</td>
<td>
<p style="text-align: center;">
✓ </p>
</td>