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CUHK-Shenzhen Student Helps sZs Win the ICRA 2026 LeHome Challenge Real-World Final
A CUHK-Shenzhen SDS master's student and 2024 alumnus, Guo Shuqi, was a core member of team sZs, which ranked first in the ICRA 2026 LeHome Challenge real-world final.
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Why Loop Engineering Still Needs Humans
AI executes, humans verify, and experts contextualize: a three-layer view of loop engineering in AI-assisted software development.
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Interview on the SLAI Open Day: Building AI for Worlds That Think Back
A conversation on why AI must model human beliefs, close real-world feedback loops, and use language-centered intelligence to act responsibly in messy worlds.
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When AI Agents Buy Air Conditioners: A Shenzhen TV Interview with Benyou Wang
An edited English Q&A with Shenzhen TV on what a viral Midea PortaSplit story reveals about AI agents, loop engineering, agent societies, and the human ability to organize digital labor.
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How PhD Students Should Think About Internships in the AI Era
Internships are valuable, but they should complement doctoral training rather than replace the deeper work of learning how to define problems, organize resources, and lead AI systems from ideas to real-world impact.
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Interview for Red Star News (红星新闻): From Model Demos to Closed-Loop Delivery for AI Agents in 2026
A structured essay adapted from a recent interview on why AI agents are moving from model-centric demos to closed-loop, verifiable, large-scale delivery.
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Open Medical AI Infrastructure: 让通用医疗智能成为公共责任
FreedomAI 倡议把 Generalist Medical AI 从单模型竞赛推进为开放、专家共治、可审计、面向真实医疗场景的社会基础设施。
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机器之心｜TwinMarket：千个虚拟投资者与金融市场涌现
基于机器之心关于 TwinMarket 的报道整理的图文导读，补充完整多模态图示、研究脉络与 FreedomAI Lab 资源入口。
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PaperWeekly｜SocraticChat / PlatoLM：用苏格拉底提问蒸馏对话能力
基于PaperWeekly 关于 SocraticChat / PlatoLM 的报道整理的简要摘要，补充 FreedomAI Lab 参与贡献与资源链接。
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机器之心｜PhoneHarness：AI 手机时代需要怎样的 Agent Harness
基于机器之心关于 PhoneHarness 的报道整理的简要摘要，补充 FreedomAI Lab 参与贡献与资源链接。
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机器之心｜Phoenix / Chimera：GPT-4 评测与开放多语言模型
基于机器之心关于 Phoenix、Chimera 与 GPT-4 评测的报道整理的简要摘要，补充 FreedomAI Lab 参与贡献与资源链接。
原文 机器之心原文 -
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机器之心 / PaperWeekly｜LongLLaVA：Mamba+Transformer 混合架构与单卡千图推理
基于机器之心与 PaperWeekly 关于 LongLLaVA 的报道整理的简要摘要，补充 FreedomAI Lab 参与贡献与资源链接。
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PaperWeekly｜IRGAN 入选 2017 年度 NLP 论文 TOP10
基于PaperWeekly 年度 NLP 论文评选记录整理的简要摘要，补充 FreedomAI Lab 参与贡献与资源链接。
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机器之心｜开源中文医疗大模型华佗GPT来了，真人医生盲测效果优于ChatGPT
基于机器之心关于 HuatuoGPT 的报道整理的简要摘要，补充 FreedomAI Lab 参与贡献与资源链接。
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PaperWeekly｜CMB：中文医疗大模型评估基准
基于PaperWeekly 关于 CMB 中文医疗大模型评估基准的报道整理的简要摘要，补充 FreedomAI Lab 参与贡献与资源链接。