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<!doctype html>
<html lang="en" class="no-js">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="theme-color" content="#f5f8ff">
<meta name="description" content="ASystem is InclusionAI's open ecosystem for large-scale reinforcement learning.">
<title>ASystem — Large-scale reinforcement learning</title>
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<a class="skip-link" href="#main" data-i18n="a11y.skip">Skip to content</a>
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<a class="brand" href="#top" aria-label="ASystem home">
<img src="https://mdn.alipayobjects.com/huamei_fz8c8n/afts/img/dpNuRY8szNMAAAAANrAAAAgADpuRAQJr/original" alt="ASystem" width="48" height="48">
</a>
<button class="menu-toggle" type="button" aria-label="Open menu"
aria-controls="site-nav" aria-expanded="false"
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<span class="sr-only" data-i18n="a11y.openMenu">Open menu</span>
</button>
<nav id="site-nav" class="site-nav" aria-label="Primary navigation">
<a href="https://asystem-ai.io/" data-i18n="nav.home">Home</a>
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</nav>
<div class="header-actions">
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<button type="button" data-locale="en" aria-pressed="true">EN</button>
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</div>
<a class="icon-link" href="https://github.com/inclusionAI/ASystem"
aria-label="ASystem on GitHub">
<img src="assets/images/github.svg" alt="" width="32" height="32">
</a>
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</header>
<main id="main" tabindex="-1">
<section class="hero section-shell" aria-labelledby="hero-title">
<p class="eyebrow" data-i18n="hero.eyebrow">Built by InclusionAI</p>
<h1 id="hero-title">ASystem</h1>
<p class="hero__tagline" data-i18n="hero.tagline">
An open system for large-scale reinforcement learning
</p>
<a class="button button--dark button--arrow" href="https://github.com/inclusionAI/ASystem"
data-i18n="hero.cta">
Explore on GitHub
</a>
</section>
<section id="projects" class="section-shell" aria-labelledby="projects-title">
<div class="section-heading section-heading--center">
<h2 id="projects-title" data-i18n="projects.title">Project Center</h2>
</div>
<div class="project-grid">
<article class="project-card" data-project-card="areno">
<div class="project-card__top">
<span class="project-icon project-icon-wrap" aria-hidden="true">
<img class="project-icon-default" src="assets/images/icon-areno.svg" alt="" width="56" height="56">
<img class="project-icon-hover" src="assets/images/icon-areno-hover.svg" alt="" width="56" height="56">
</span><h3>AReno</h3>
<span class="live-status" data-project-status></span>
</div>
<p data-i18n="projects.areno.description">A developer-first toolkit for reinforcement-learning workflows.</p>
<ul class="tag-list"><li data-i18n="tags.easy">Accessible</li><li data-i18n="tags.single">Single-node</li></ul>
<dl class="project-live-meta" data-project-meta hidden>
<div><dt data-project-stars-label>stars</dt><dd data-project-stars>—</dd></div>
<div><dt data-project-release-label>Latest release</dt><dd data-project-release>—</dd></div>
<div><dt data-project-updated-label>Updated</dt><dd data-project-updated>—</dd></div>
</dl>
<div class="card-actions">
<a href="https://asystem-ai.io/docs/areno/getting-started/quickstart.html"><span data-i18n="actions.quickStart">Quick Start</span><img class="card-arrow" src="assets/images/arrow-black.svg" alt="" width="16" height="16"></a>
<a href="https://github.com/inclusionAI/AReno"
aria-label="AReno on GitHub"><img src="assets/images/github.svg" alt="" width="18" height="18"></a>
</div>
</article>
<article class="project-card" data-project-card="awex">
<div class="project-card__top"><span class="project-icon project-icon-wrap" aria-hidden="true"><img class="project-icon-default" src="assets/images/icon-awex.svg" alt="" width="56" height="56"><img class="project-icon-hover" src="assets/images/icon-awex-hover.svg" alt="" width="56" height="56"></span><h3>Awex</h3><span class="live-status" data-project-status></span></div>
<p data-i18n="projects.awex.description">Scalable execution infrastructure for training and evaluation.</p>
<ul class="tag-list"><li data-i18n="tags.scalable">Scalable</li><li data-i18n="tags.modular">Modular</li></ul>
<dl class="project-live-meta" data-project-meta hidden>
<div><dt data-project-stars-label>stars</dt><dd data-project-stars>—</dd></div>
<div><dt data-project-release-label>Latest release</dt><dd data-project-release>—</dd></div>
<div><dt data-project-updated-label>Updated</dt><dd data-project-updated>—</dd></div>
</dl>
<div class="card-actions">
<a href="https://github.com/inclusionAI/Awex"><span data-i18n="actions.learnMore">Learn More</span><img class="card-arrow" src="assets/images/arrow-black.svg" alt="" width="16" height="16"></a>
<a href="https://github.com/inclusionAI/Awex" aria-label="Awex on GitHub"><img src="assets/images/github.svg" alt="" width="18" height="18"></a>
</div>
</article>
<article class="project-card" data-project-card="astate">
<div class="project-card__top"><span class="project-icon project-icon-wrap" aria-hidden="true"><img class="project-icon-default" src="assets/images/icon-astate.svg" alt="" width="56" height="56"><img class="project-icon-hover" src="assets/images/icon-astate-hover.svg" alt="" width="56" height="56"></span><h3>AState</h3><span class="live-status" data-project-status></span></div>
<p data-i18n="projects.astate.description">Reliable state and trajectory primitives for agentic systems.</p>
<ul class="tag-list"><li data-i18n="tags.reliable">Reliable</li><li data-i18n="tags.observable">Observable</li></ul>
<dl class="project-live-meta" data-project-meta hidden>
<div><dt data-project-stars-label>stars</dt><dd data-project-stars>—</dd></div>
<div><dt data-project-release-label>Latest release</dt><dd data-project-release>—</dd></div>
<div><dt data-project-updated-label>Updated</dt><dd data-project-updated>—</dd></div>
</dl>
<div class="card-actions">
<a href="https://github.com/inclusionAI/AState"><span data-i18n="actions.learnMore">Learn More</span><img class="card-arrow" src="assets/images/arrow-black.svg" alt="" width="16" height="16"></a>
<a href="https://github.com/inclusionAI/AState" aria-label="AState on GitHub"><img src="assets/images/github.svg" alt="" width="18" height="18"></a>
</div>
</article>
<article class="project-card" data-project-card="amem">
<div class="project-card__top"><span class="project-icon project-icon-wrap" aria-hidden="true"><img class="project-icon-default" src="assets/images/icon-amem.svg" alt="" width="56" height="56"><img class="project-icon-hover" src="assets/images/icon-amem-hover.svg" alt="" width="56" height="56"></span><h3>AMem</h3><span class="live-status" data-project-status></span></div>
<p data-i18n="projects.amem.description">Memory infrastructure for long-horizon intelligent applications.</p>
<ul class="tag-list"><li data-i18n="tags.longContext">Long-context</li><li data-i18n="tags.extensible">Extensible</li></ul>
<dl class="project-live-meta" data-project-meta hidden>
<div><dt data-project-stars-label>stars</dt><dd data-project-stars>—</dd></div>
<div><dt data-project-release-label>Latest release</dt><dd data-project-release>—</dd></div>
<div><dt data-project-updated-label>Updated</dt><dd data-project-updated>—</dd></div>
</dl>
<div class="card-actions">
<a href="https://github.com/inclusionAI/asystem-amem"><span data-i18n="actions.learnMore">Learn More</span><img class="card-arrow" src="assets/images/arrow-black.svg" alt="" width="16" height="16"></a>
<a href="https://github.com/inclusionAI/asystem-amem" aria-label="AMem on GitHub"><img src="assets/images/github.svg" alt="" width="18" height="18"></a>
</div>
</article>
</div>
</section>
<section id="capabilities" class="section-shell capabilities" aria-labelledby="capabilities-title">
<div class="capabilities__copy">
<p class="section-kicker" data-i18n="capabilities.kicker">From research to production</p>
<h2 id="capabilities-title" data-i18n="capabilities.title">Technical Capabilities</h2>
<p data-i18n="capabilities.description">A cohesive stack for building, training, evaluating, and improving intelligent systems.</p>
<dl class="metrics">
<div><dt data-i18n="metrics.nodes.value">20K+</dt><dd data-i18n="metrics.nodes">training nodes</dd></div>
<div><dt data-i18n="metrics.workflows.value">100+</dt><dd data-i18n="metrics.workflows">workflows</dd></div>
<div><dt data-i18n="metrics.projects.value">4</dt><dd data-i18n="metrics.projects">core projects</dd></div>
</dl>
</div>
<div class="capabilities__visual">
<img src="assets/images/capabilities-map.svg"
alt="ASystem capability map connecting data, training, evaluation, state, and memory."
width="720" height="420" loading="lazy">
</div>
</section>
<section id="updates" class="section-shell" aria-labelledby="updates-title">
<div class="section-heading section-heading--center">
<p class="section-kicker" data-i18n="updates.kicker">What is new</p>
<h2 id="updates-title" data-i18n="updates.title">Latest Updates</h2>
</div>
<div class="update-grid">
<a class="update-card" data-update-slot
data-update-fallback-href="https://github.com/inclusionAI/ASystem/releases"
data-update-fallback-repository="ASystem"
href="https://github.com/inclusionAI/ASystem/releases">
<span class="card-meta"><span data-update-repository>ASystem</span><span class="live-status" data-update-status></span></span>
<h3 data-update-title data-i18n="updates.release.title">Latest ASystem releases</h3>
<p data-update-body data-i18n="updates.release.body">Follow coordinated releases across the ecosystem.</p>
<time class="update-card__date" data-update-date></time>
</a>
<a class="update-card" data-update-slot
data-update-fallback-href="https://asystem-ai.io/docs/areno/getting-started/installation.html"
data-update-fallback-repository="Docs"
href="https://asystem-ai.io/docs/areno/getting-started/installation.html">
<span class="card-meta"><span data-update-repository>Docs</span><span class="live-status" data-update-status></span></span>
<h3 data-update-title data-i18n="updates.install.title">Install AReno</h3>
<p data-update-body data-i18n="updates.install.body">Prepare a supported environment and verify the toolchain.</p>
<time class="update-card__date" data-update-date></time>
</a>
<a class="update-card" data-update-slot
data-update-fallback-href="https://asystem-ai.io/docs/areno/getting-started/quickstart.html"
data-update-fallback-repository="Guide"
href="https://asystem-ai.io/docs/areno/getting-started/quickstart.html">
<span class="card-meta"><span data-update-repository>Guide</span><span class="live-status" data-update-status></span></span>
<h3 data-update-title data-i18n="updates.quickstart.title">Run the quick start</h3>
<p data-update-body data-i18n="updates.quickstart.body">Take a small training workflow from setup to result.</p>
<time class="update-card__date" data-update-date></time>
</a>
<a class="update-card" data-update-slot
data-update-fallback-href="https://github.com/inclusionAI/AReno/releases"
data-update-fallback-repository="AReno"
href="https://github.com/inclusionAI/AReno/releases">
<span class="card-meta"><span data-update-repository>AReno</span><span class="live-status" data-update-status></span></span>
<h3 data-update-title data-i18n="updates.areno.title">AReno release notes</h3>
<p data-update-body data-i18n="updates.areno.body">Review new capabilities, fixes, and upgrade notes.</p>
<time class="update-card__date" data-update-date></time>
</a>
</div>
</section>
<section id="community" class="section-shell" aria-labelledby="community-title">
<div class="section-heading section-heading--center">
<h2 id="community-title" data-i18n="community.title">Community & Contributions</h2>
</div>
<div class="community-grid">
<article class="community-card" data-community-card="areno">
<div class="community-card__heading">
<span class="community-issue-dot" aria-hidden="true"></span>
<h3 data-i18n="community.activity.heading">New Issues</h3>
<span class="live-status" data-community-status></span>
</div>
<div class="community-fallback" data-community-fallback aria-label="Recent GitHub issues">
<a class="community-activity" data-community-fallback-item
href="https://github.com/inclusionAI/AReno/issues/162"
aria-label="AReno Issue 162: Improve AReno installation experience with a guided shell installer"
title="Improve AReno installation experience with a guided shell installer">
<span class="community-activity__person"><img class="community-activity__avatar" src="https://avatars.githubusercontent.com/u/71679464?v=4" alt="" width="24" height="24" loading="lazy" referrerpolicy="no-referrer"><span>adohe</span></span>
<strong class="community-activity__title">Improve AReno installation experience with a guided shell installer</strong>
<span class="community-activity__meta">Issue #162 · Open · 3d ago</span>
</a>
<a class="community-activity" data-community-fallback-item
href="https://github.com/inclusionAI/AReno/issues/108"
aria-label="AReno Issue 108: Add First Training and RLVR quickstarts"
title="Add First Training and RLVR quickstarts">
<span class="community-activity__person"><img class="community-activity__avatar" src="https://avatars.githubusercontent.com/u/71679464?v=4" alt="" width="24" height="24" loading="lazy" referrerpolicy="no-referrer"><span>adohe</span></span>
<strong class="community-activity__title">Add First Training and RLVR quickstarts</strong>
<span class="community-activity__meta">Issue #108 · Open · 3d ago</span>
</a>
</div>
<div class="community-activity-list" data-community-list hidden></div>
<a class="community-project" href="https://github.com/inclusionAI/AReno" aria-label="AReno on GitHub">
<img class="community-project__icon" src="assets/images/project-areno.svg" alt="" width="24" height="24">
<strong>AReno</strong>
<span class="community-project__tag" data-i18n="tags.easy">Accessible</span>
<span class="community-project__tag" data-i18n="tags.single">Single-node</span>
<span class="community-project__stars"><img src="assets/images/star.svg" alt="" width="16" height="16"><span data-community-stars>12</span></span>
</a>
</article>
<article class="community-card" data-community-card="awex">
<div class="community-card__heading">
<span class="community-issue-dot" aria-hidden="true"></span>
<h3 data-i18n="community.activity.heading">New Issues</h3>
<span class="live-status" data-community-status></span>
</div>
<div class="community-fallback" data-community-fallback aria-label="Recent GitHub issues">
<a class="community-activity" data-community-fallback-item
href="https://github.com/inclusionAI/Awex/issues/111"
aria-label="Awex Issue 111: verl performance in the benchmark table"
title="[Question] verl performance in the benchmark table">
<span class="community-activity__person"><img class="community-activity__avatar" src="https://avatars.githubusercontent.com/u/29516934?v=4" alt="" width="24" height="24" loading="lazy" referrerpolicy="no-referrer"><span>ellerre</span></span>
<strong class="community-activity__title">[Question] verl performance in the benchmark table</strong>
<span class="community-activity__meta">Issue #111 · Open · 31d ago</span>
</a>
<a class="community-activity" data-community-fallback-item
href="https://github.com/inclusionAI/Awex/pull/110"
aria-label="Awex PR 110: add sglang worker task monkey patch"
title="feat: add sglang worker task monkey patch">
<span class="community-activity__person"><img class="community-activity__avatar" src="https://avatars.githubusercontent.com/u/12445254?v=4" alt="" width="24" height="24" loading="lazy" referrerpolicy="no-referrer"><span>chaokunyang</span></span>
<strong class="community-activity__title">feat: add sglang worker task monkey patch</strong>
<span class="community-activity__meta">PR #110 · Open · 53d ago</span>
</a>
</div>
<div class="community-activity-list" data-community-list hidden></div>
<a class="community-project" href="https://github.com/inclusionAI/Awex" aria-label="Awex on GitHub">
<img class="community-project__icon" src="assets/images/project-awex.svg" alt="" width="24" height="24">
<strong>Awex</strong>
<span class="community-project__tag" data-i18n="tags.scalable">Scalable</span>
<span class="community-project__tag" data-i18n="tags.modular">Modular</span>
<span class="community-project__stars"><img src="assets/images/star.svg" alt="" width="16" height="16"><span data-community-stars>163</span></span>
</a>
</article>
<article class="community-card" data-community-card="astate">
<div class="community-card__heading">
<span class="community-issue-dot" aria-hidden="true"></span>
<h3 data-i18n="community.activity.heading">New Issues</h3>
<span class="live-status" data-community-status></span>
</div>
<div class="community-fallback" data-community-fallback aria-label="Recent GitHub issues">
<a class="community-activity" data-community-fallback-item
href="https://github.com/inclusionAI/AState/issues/2"
aria-label="AState Issue 2: rdma test usage"
title="rdma test usage">
<span class="community-activity__person"><img class="community-activity__avatar" src="https://avatars.githubusercontent.com/u/30464411?v=4" alt="" width="24" height="24" loading="lazy" referrerpolicy="no-referrer"><span>15050188022</span></span>
<strong class="community-activity__title">rdma test usage</strong>
<span class="community-activity__meta">Issue #2 · Open · 212d ago</span>
</a>
<a class="community-activity" data-community-fallback-item
href="https://github.com/inclusionAI/AState/issues/4"
aria-label="AState Issue 4: idhm_create will always return NULL, can not create table"
title="idhm_create will always return NULL, can not create table">
<span class="community-activity__person"><img class="community-activity__avatar" src="https://avatars.githubusercontent.com/u/46778179?v=4" alt="" width="24" height="24" loading="lazy" referrerpolicy="no-referrer"><span>new-TonyWang</span></span>
<strong class="community-activity__title">idhm_create will always return NULL, can not create table</strong>
<span class="community-activity__meta">Issue #4 · Open · 220d ago</span>
</a>
</div>
<div class="community-activity-list" data-community-list hidden></div>
<a class="community-project" href="https://github.com/inclusionAI/AState" aria-label="AState on GitHub">
<img class="community-project__icon" src="assets/images/project-astate.svg" alt="" width="24" height="24">
<strong>AState</strong>
<span class="community-project__tag" data-i18n="tags.reliable">Reliable</span>
<span class="community-project__tag" data-i18n="tags.observable">Observable</span>
<span class="community-project__stars"><img src="assets/images/star.svg" alt="" width="16" height="16"><span data-community-stars>41</span></span>
</a>
</article>
<article class="community-card" data-community-card="amem">
<div class="community-card__heading">
<span class="community-issue-dot" aria-hidden="true"></span>
<h3 data-i18n="community.activity.heading">New Issues</h3>
<span class="live-status" data-community-status></span>
</div>
<div class="community-fallback" data-community-fallback aria-label="Recent GitHub issues">
<a class="community-activity" data-community-fallback-item
href="https://github.com/inclusionAI/asystem-amem/issues/15"
aria-label="AMem Issue 15: Per-block synchronous RTT in ncclResume peer notification becomes a bottleneck under multi-GPU P2P"
title="Per-block synchronous RTT in ncclResume peer notification becomes a bottleneck under multi-GPU P2P — could it be pipelined?">
<span class="community-activity__person"><img class="community-activity__avatar" src="https://avatars.githubusercontent.com/u/53850800?v=4" alt="" width="24" height="24" loading="lazy" referrerpolicy="no-referrer"><span>zhaojingxuan123</span></span>
<strong class="community-activity__title">Per-block synchronous RTT in ncclResume peer notification becomes a bottleneck under multi-GPU P2P — could it be pipelined?</strong>
<span class="community-activity__meta">Issue #15 · Open · 10d ago</span>
</a>
<a class="community-activity" data-community-fallback-item
href="https://github.com/inclusionAI/asystem-amem/issues/12"
aria-label="AMem Issue 12: timeline for nccl 2.28 support"
title="Question: timeline for nccl 2.28 support">
<span class="community-activity__person"><img class="community-activity__avatar" src="https://avatars.githubusercontent.com/u/19699370?v=4" alt="" width="24" height="24" loading="lazy" referrerpolicy="no-referrer"><span>jon-barker</span></span>
<strong class="community-activity__title">Question: timeline for nccl 2.28 support</strong>
<span class="community-activity__meta">Issue #12 · Open · 139d ago</span>
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