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<!DOCTYPE html>
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<title>DIG — Discovery Intelligence Group · Peking University</title>
<meta name="description" content="Discovery Intelligence Group (DIG), founded by Ling Yang at Peking University.">
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<meta property="og:description" content="Ling Yang's research group at Peking University.">
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<nav class="site-nav"><div class="nav-in">
<a class="brand" href="index.html"><img src="assets/dig-logo.png" alt="DIG — Discovery Intelligence Group"><span><span class="name">DIG</span><span class="sub">Discovery Intelligence Group</span></span></a>
<button class="menu-btn" aria-label="Toggle navigation">☰</button>
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<a href="research.html">Research</a><a href="people.html">People</a><a href="projects.html">Projects</a><a href="publications.html">Publications</a><a href="join.html" class="nav-cta">Join DIG</a>
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<div class="kicker">LING YANG · PEKING UNIVERSITY</div>
<h1>Discovery Intelligence Group</h1>
<p class="lede"><a href="https://yangling0818.github.io/" target="_blank" rel="noopener"><strong>Ling Yang</strong></a> — Assistant Professor (PI), Peking University · Founder of DIG. We build <strong>learning, self-improving, and discovery systems</strong> for large language models and agents.</p>
<div class="hero-actions"><a class="btn primary" href="research.html">Research →</a><a class="btn" href="people.html">People</a><a class="btn" href="join.html">Join DIG</a></div>
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<div class="hero-mark"><img src="assets/dig-logo.png" alt="DIG — Discovery Intelligence Group"></div>
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<section class="section"><div class="wrap">
<div class="section-head"><div class="section-label">Research</div><div><h2 class="section-title">Four research directions.</h2><p class="section-copy">Learning, systems, self-improvement, and discovery for next-generation models and agents.</p></div></div>
<div class="research-grid">
<a class="research-card" href="research.html#post-training"><span class="num">01</span><h3>LLM / Agent Post-Training</h3><p>Post-training for reasoning, agentic behavior, reward / verifier design, and long-horizon learning.</p><span class="more">Explore →</span></a>
<a class="research-card" href="research.html#rl-systems"><span class="num">02</span><h3>RL Systems / Infrastructure</h3><p>Scalable infrastructure for asynchronous, long-horizon, and multi-environment reinforcement learning.</p><span class="more">Explore →</span></a>
<a class="research-card" href="research.html#rsi"><span class="num">03</span><h3>Recursive Self-Improvement</h3><p>Agents that improve through experience, memory, skills, environments, and self-evolving harnesses.</p><span class="more">Explore →</span></a>
<a class="research-card" href="research.html#discovery"><span class="num">04</span><h3>AI for Discovery</h3><p>Models that discover problems, form hypotheses, design experiments, and revise against evidence.</p><span class="more">Explore →</span></a>
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<div class="section-head"><div class="section-label">Open research</div><div><h2 class="section-title">Open research through Gen-Verse.</h2><p class="section-copy">DIG develops reusable research systems and open-source projects with the <a href="https://github.com/Gen-Verse" target="_blank" rel="noopener"><strong>Gen-Verse</strong></a> community.</p></div></div>
<div class="project-grid">
<div class="project-card"><div class="type">Reasoning · PRM</div><h3>ReasonFlux</h3><a href="https://github.com/Gen-Verse/ReasonFlux" target="_blank" rel="noopener">GitHub ↗</a></div>
<div class="project-card"><div class="type">General Agentic RL</div><h3>RLAnything</h3><a href="https://github.com/Gen-Verse/Open-AgentRL" target="_blank" rel="noopener">GitHub ↗</a></div>
<div class="project-card"><div class="type">Async Agent RL</div><h3>OpenClaw-RL</h3><a href="https://github.com/Gen-Verse/OpenClaw-RL" target="_blank" rel="noopener">GitHub ↗</a></div>
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<div class="hero-actions" style="margin-top:16px"><a class="btn" href="projects.html">All projects →</a><a class="btn" href="https://huggingface.co/Gen-Verse" target="_blank" rel="noopener">Hugging Face ↗</a></div>
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<div class="section-head"><div class="section-label">Principal investigator</div><div><h2 class="section-title">Ling Yang · 杨灵</h2></div></div>
<div class="pi-card">
<img src="https://yangling0818.github.io/images/ling-yang.jpg" alt="Ling Yang">
<div><div class="role">Founder of DIG · Assistant Professor (PI)</div><h3>Ling Yang</h3><p>Assistant Professor (PI) at Peking University and Founder of DIG.</p><div class="chip-row"><a class="chip" href="https://yangling0818.github.io/" target="_blank" rel="noopener">Personal site ↗</a><a class="chip" href="https://scholar.google.com.hk/citations?user=sIKujqAAAAAJ&hl=en" target="_blank" rel="noopener">Scholar ↗</a><a class="chip" href="https://github.com/YangLing0818" target="_blank" rel="noopener">GitHub ↗</a></div></div>
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<div class="callout"><div><div class="kicker">Join DIG</div><h2>Join us at Peking University.</h2><p>We welcome Master's students, PhD students, postdocs, and research interns, as well as academic and industrial collaborations.</p><div class="hero-actions"><a class="btn" href="join.html">Open positions →</a><a class="btn" href="mailto:yangling0818@163.com">yangling0818@163.com</a></div></div><div class="callout-note"><b>Discovery Intelligence Group</b>发现智能课题组<br>Peking University · Beijing</div></div>
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<footer><div class="wrap footer-in"><span>© 2026 Discovery Intelligence Group · Peking University</span><span class="footer-links"><a href="https://github.com/Gen-Verse" target="_blank" rel="noopener">GitHub</a><a href="https://huggingface.co/Gen-Verse" target="_blank" rel="noopener">Hugging Face</a><a href="mailto:yangling0818@163.com">Contact</a></span></div></footer>
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