CUMTSchool of CS/AIAlethic Insight 人工智能社团/实验室AI Society & Lab

矿大学生主导的 AI 研究工程共同体 · 2026 招新进行中A student-led AI research & engineering community at CUMT · Now recruiting 2026

02 / FROM QUESTION TO SYSTEM

从问题，走到系统。From question to system.

Research · Engineering · Open Source

由繁得构，由构显真。中国矿业大学学生主导的 AI 研究工程共同体。

From noise, structure; from structure, truth. A student-led AI research, engineering, and open-source community at China University of Mining and Technology.

operating question

如何把一个问题，推进成可验证、可复现、可交付的系统？

How do we turn a question into a system that can be verified, reproduced, and shipped?

Join Us Hugging Face Governance

CUMT · Xuzhou, CN · 34.2044°N 117.1438°E · Est. 2025

Position

组织定位

Positioning

Alethic Insight，中文名“真知灼见”。AI 研究训练、工程实践、开源协作。

Alethic Insight — “真知灼见” in Chinese. AI research training, engineering practice, and open-source collaboration.

Structure

一个团队，三个层次

One team, three levels

本学期目标招新 15 人：社团层 12 席、实验室层 3 席，两层同步直招。

Recruiting 15 this semester — 12 society seats and 3 lab seats, both recruited directly.

社区层Community

无门槛Open to all

分享会、读书会、公开学习。先来围观，感受气压，谁都不拦你。

Talks, reading groups, and open study sessions. Come feel the atmosphere first — nobody stops you.

入口：社区群Entry: community group

社团层Society

12 席seats

正式成员：进入项目与学习闭环，参加 review，承接真实任务。

Full members: join projects and the learning loop, attend reviews, and take on real tasks.

入口：招新群 · 五步流程Entry: recruiting group, five-step process

实验室层Lab

3 席seats

真实项目、前沿命题、平台枢纽位置——扛 deadline，也拿走最多的成长。

Real projects, frontier problems, and platform roles — carry the deadlines, take the most growth.

入口：与社团层同步直招Entry: recruited directly alongside the society

LLM / CV / VLM01 / RESEARCH

01 / QUESTIONS → DIRECTIONS

七个方向，
共同探索。Seven directions.
One shared pursuit.

移到一个方向上，让它从粒子中显现。点击继续阅读。Hover or focus to reveal a direction. Follow it to read more.

轻点一个方向让它显现，再次轻点继续阅读。Tap to reveal a direction. Tap again to read more.

LLM CV VLM RL Agent Memory AI Infra

AI RESEARCH / ENGINEERING

研究训练、工程实践、开源协作。从问题出发，找到自己的方向。

Research, engineering, and open-source collaboration. Start with a question.

Directions

研究方向

Research Directions

NLP / LLM

大模型与检索增强，面向中文场景的评测与数据构建。

LLM applications and retrieval augmentation, with evaluation and dataset construction for Chinese scenarios.

CV

图像与视频理解，从视觉表征到几何与三维重建。

Image and video understanding, from visual representation to geometry and 3D reconstruction.

VLM / MLLM

视觉语言与多模态大模型，跨模态推理的对齐与落地。

Vision-language and multimodal LLMs — alignment and deployment of cross-modal reasoning.

RL

强化学习与对齐训练，在交互环境中打磨策略与反馈回路。

Reinforcement learning and alignment — policies and feedback loops trained in interactive environments.

Agent

工具调用、规划与多智能体编排，面向真实任务的可靠执行。

Tool use, planning, and multi-agent orchestration — reliable execution for real-world tasks.

Memory

长期记忆与检索系统，让智能体沉淀经验、越用越强。

Long-term memory and retrieval systems — agents that accumulate experience and improve with use.

AI Infra

部署、实验追踪与模型服务，GPU 与存储的工程化工作流。

Deployment, experiment tracking, and model serving — engineered workflows for GPUs and storage.

Lab Focus

实验室三大面向

Three Tracks

科研Research

围绕方向议题做公开研究，实验可复现、产物可追溯。

Open research on our directions — reproducible experiments and traceable artifacts.

交付项目Delivered Projects

从招新平台到内部工具，把想法交付成真实可用的系统。

From the recruitment platform to internal tooling — ideas delivered as working systems.

比赛Competitions

以赛促学，组队打榜并沉淀方法与复盘。

Learning by competing — team runs, methods, and post-mortems worth sharing.

FLUED02 / OPEN WORK

02 / BYTES → STRUCTURE

由字节，
构建接口。From bytes.
To an interface.

FLUED · Byte-to-latent 语言编码接口研究。编码、切分、读出，从问题到架构与证据。

FLUED · A byte-to-latent language encoding interface. Encoding, segmentation, readout — from problem to evidence.

进入研究展示 ↗Explore the research ↗

问题 / 架构 / 演示 / 证据 / 图谱Problem / Architecture / Demo / Evidence / Atlas

Open Work

公开项目

Open Projects

FLUED Byte-to-latent 语言编码接口研究 Research on a byte-to-latent language encoding interface website 组织官网源码与部署 Source code and deployment of this site recruitment 招新平台：报名与机试入口 Recruitment platform: application and coding-test entry governance-public 公开章程、成员规则和项目治理 Public charter, membership rules, and project governance awesome-ai AI 学习与研究工程资源索引 An index of AI learning and research-engineering resources Hugging Face 模型、数据集、Spaces 和公开实验产物 Models, datasets, Spaces, and public experiment artifacts

一等奖1st03 / EVIDENCE

03 / PRACTICE → EVIDENCE

以实践，
验证所见。Learning, tested
in practice.

第17届中国大学生服务外包创新创业大赛 · 人工智能专项赛道。孤独的根号五获一等奖，根号三、根号七获三等奖。

17th China College Student Service Outsourcing Innovation & Entrepreneurship Competition, AI track. One first prize and two third prizes.

查看团队与获奖证书 ↗Teams and certificates ↗

以赛促学 · 方法与复盘Compete / Learn / Review

Awards

竞赛成果

Competition Results

一等奖

孤独的根号五

第17届中国大学生服务外包创新创业大赛 · 人工智能专项赛道【D01】智能体决策算法（腾讯开悟）
谢圣民（队长）、利楚、程致远、季成洋、罗若涵 · 指导老师：祝汉城

17th China College Student Service Outsourcing Innovation & Entrepreneurship Competition, AI Track D01 "Agent Decision Algorithms" (Tencent Kaiwu)
Xie Shengmin (captain), Li Chu, Cheng Zhiyuan, Ji Chengyang, Luo Ruohan · Advisor: Zhu Hancheng

FT2614983D1004

三等奖

孤独的根号三

第17届中国大学生服务外包创新创业大赛 · 人工智能专项赛道【D01】智能体决策算法（腾讯开悟）
张岩（队长）、韩文艳、李豪、王张嘉、文艺学 · 指导老师：祝汉城

17th China College Student Service Outsourcing Innovation & Entrepreneurship Competition, AI Track D01 "Agent Decision Algorithms" (Tencent Kaiwu)
Zhang Yan (captain), Han Wenyan, Li Hao, Wang Zhangjia, Wen Yixue · Advisor: Zhu Hancheng

FT2608179D3065

三等奖

孤独的根号七

第17届中国大学生服务外包创新创业大赛 · 人工智能专项赛道【D01】智能体决策算法（腾讯开悟）
王天宇（队长）、肖逸涵、刘彬、张雅晗、王紫菲 · 指导老师：姚睿、杜文亮

17th China College Student Service Outsourcing Innovation & Entrepreneurship Competition, AI Track D01 "Agent Decision Algorithms" (Tencent Kaiwu)
Wang Tianyu (captain), Xiao Yihan, Liu Bin, Zhang Yahan, Wang Zifei · Advisors: Yao Rui, Du Wenliang

FT2617974D3101

Operating System

协作公约

Working Agreement

Disclose

公开 AI 辅助的模型、使用范围与验证方式。

We disclose the AI models involved, their scope of use, and how outputs are verified.

Review

一切改动走 Pull Request，讨论全程可追踪。

Every change goes through a pull request, with the full discussion traceable.

Reproduce

实验记录、数据来源与部署过程全部留档。

Experiment logs, data sources, and deployment procedures are all archived.

Handoff

交接文档、权限清单与维护边界预先写明。

Handover docs, permission lists, and maintenance boundaries are written down in advance.

Documents

关键文档跳转

Key Documents

章程Charter 成员规则Membership 项目治理Project Governance 开源政策Open-Source Policy AI 辅助规则AI Assistance Policy Review 规则Review Policy 招新流程Recruitment Process 准备建议Preparation Advice FLUED 研究展示FLUED Research Showcase 技术博客：当模型开始吞掉记忆Insight: When Models Swallow Memory

研究 · 工程 · 开源。下一个问题，与你一起。Research. Engineering. Open source. What will you explore?

Join

加入方式

How to Join

申请表 Application 机试 Coding Test 面试 Interview Onboarding

进入招新平台Enter the Recruitment Platform [email protected]