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Update PhD year and Continuum venue
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‎_bibliography/papers.bib‎

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@@ -154,6 +154,8 @@ @misc{chen2025scalable
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@misc{li2025continuum,
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title={Continuum: Efficient and Robust Multi-Turn LLM Agent Scheduling with KV Cache Time-to-Live},
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author={Hanchen Li and Runyuan He and Qiuyang Mang and Qizheng Zhang and Huanzhi Mao and Xiaokun Chen and Alvin Cheung and Joseph Gonzalez and Ion Stoica},
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abbr={ICLR'2026 Workshop},
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venue_full={ICLR 2026 Workshop on Lifelong Agents: Learning, Aligning, Evolving},
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year={2025},
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eprint={2511.02230},
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archivePrefix={arXiv},

‎_layouts/bib.html‎

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{%- endif -%}
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</div>
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{%- if entry.venue_full -%}
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<div class="pub-venue-full">{{ entry.venue_full }}</div>
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{%- endif -%}
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<!-- Author -->
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<div class="pub-author">
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{%- assign author_array_size = entry.author_array | size -%}

‎_pages/about.md‎

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</style>
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Hi, I’m Qiuyang Mang, a first-year CS PhD student in the [Sky Computing Lab](https://sky.cs.berkeley.edu/) at UC Berkeley, advised by [Prof. Alvin Cheung](https://people.eecs.berkeley.edu/~akcheung/).
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Hi, I’m Qiuyang Mang, a second-year CS PhD student in the [Sky Computing Lab](https://sky.cs.berkeley.edu/) at UC Berkeley, advised by [Prof. Alvin Cheung](https://people.eecs.berkeley.edu/~akcheung/).
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I lead [FrontierCS](https://frontier-cs.org) and [FrontierSmith](https://arxiv.org/abs/2605.14445), a benchmark and data synthesis system for LLM-driven algorithm evolution on open-ended coding tasks. My research interests center on two themes:
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- **LLM Long-Horizon Optimization**: Leveraging LLMs for complex, multi-step optimization, powering long-horizon code-agent from data curation to post-training. [FrontierCS](https://frontier-cs.org), [FrontierSmith](https://arxiv.org/abs/2605.14445), [Argus](https://arxiv.org/abs/2510.06663), [Combee](https://arxiv.org/abs/2604.04247), [SkyDiscover](https://github.com/skydiscover-ai/skydiscover)

‎_pages/publications.md‎

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color: #003262;
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}
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.pub-venue-full {
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font-size: 0.88rem;
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color: var(--global-text-color-light);
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line-height: 1.45;
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margin-top: 0.05rem;
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}
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.pub-link {
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color: var(--global-text-color-light);
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text-decoration: underline;

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