观察、拆解、转译,是理解人和社会的方式。
更是拆解产品逻辑、分析用户需求的钥匙。
OBSERVE · DECODE · TRANSLATE —all ways of understanding people,
and keys to decoding products and user needs.

你好,我是芊妤。一个AI/Agent策略+大模型对齐方向的产品练习生:DHi, I'm Gloria — someone easily captivated by interesting things, and often curious.

0GitHub · Harness 首篇综述1st harness survey
0段 AI 产品经历AI product roles
0篇学术会议收录papers accepted
CURRENTLY 小红书Xiaohongshu 问一问 策略算法 · 见习大模型对齐研究员LLM Alignment 点点Agent 产品 · Ace实习生Agentic PM · ACE Intern
PREVIOUSLY 字节跳动 ↔ 阶跃星辰 ↔ 初创团队TikTok · StepFun · AI-hardware startup AI、策略与产品实践AI product and strategy roles
MASTER 中央民族大学Minzu University of China 人类学硕士 · 2024—2027(预计)M.A. Anthropology · 2024—2027
BACHELOR 中央民族大学Minzu University of China 孝通实验班 - 人类学方向 · 2020—2024B.A., Xiaotong Experimental Program (Anthropology branch) · 2020—2024 UC Berkeley 交换 · 2023UC Berkeley Exchange (2023)
往下看SCROLL

实习轨迹The Trail

01 · 2019 → NOW

从真实的用户出发,循信息洪流而上,理解流量规则和行为心智。
从生产内容的人,到驯养 AI 的人。
From the capillaries of the internet, upward along the pulse — decoding abstract rules out of real users.
From making content, to making AI.

5
2025.07 —
至今now

小红书Xiaohongshu (RED)

见习大模型对齐研究员 · AI 搜索问一问 / 点点 AgentLLM Alignment Researcher (Trainee) · AI Search / Agent

深度参与高流量搜索场景的答案理想态、标注标准与评估体系建设,从 rubric、训练数据到上线验证全链路协作;同时用 vibe coding 给团队造内部小工具和搓产品 demo。Own answer-quality design, annotation standards and eval systems for high-traffic search scenarios — the full loop from rubrics and training data to online verification; build internal tools and product demos via vibe coding along the way.

4
2025.09 — 11

荷耳智能(创业公司)AI-Hardware Startup

大模型策略产品实习LLM Strategy Product Intern

设计剧情、人设与用户选择经 LLM 工具调用转成实时硬件指令的端到端框架;写了一层不依赖模型智能的 "Runway 过滤" 兜底机制。Designed the end-to-end frame turning narrative, persona and user choices into real-time hardware commands via LLM tool calls; built a post-generation "runway filter" safety layer that doesn't count on model intelligence.

3
2025.01 — 02

阶跃星辰StepFun

AIGC 产品实习AIGC Product Intern

站内创作者生态的数据监测与热点归因;和安全团队一起优化人审 + 机审的联动策略(HITL)。Creator-ecosystem data monitoring and trend attribution; refined human-in-the-loop moderation strategy with the trust & safety team.

2
2023.10 — 2024.04

TikTok · Lemon8

内容生态与策略实习Content Ecosystem & Strategy Intern

从 SG 市场的内容质量管理做到 US 市场的画风巡查;深度参与内容质量评估模型的数据构造与效果评估。From content-quality ops in SG to style-level red-teaming in the US market; built training data for and evaluated the in-app content quality model.

1
2019.06 — 2021.04

抖音自媒体Douyin Creator

账号矩阵运营Account Matrix Operator

百万粉丝 IP 矩阵从 0 到 1;直播、社群与跨平台流量闭环——18岁和真实世界交手的第一课:在积累抓热点、追流量宝贵经验的同时,深刻理解了推荐算法机制和互联网内容体系的“双刃剑”性质。Grew an IP matrix from zero past a million followers; ran livestreams, communities and cross-platform loops — my first lesson, at 19, in how content grows and traffic flows.

研究Research

02 · AI × ANTHROPOLOGY

从阶层再生产,到科技与社会。Building AI by day, studying the people who build it by night.

SURVEY · PREPRINTS.ORG · OPEN SOURCE

Agent Harness for Large Language Model Agents: A Survey

首篇把 Agent Harness 当作独立研究对象的系统综述:提出 H=(E,T,C,S,L,V) 形式化框架,综述 110+ 文献、23 个系统。从 idea 到 preprint,12 天。The first systematic survey treating the agent harness as its own research object: the H=(E,T,C,S,L,V) formalization, 110+ papers, 23 systems. Idea to preprint in 12 days.

305GitHub Stars
2,000+HF 下载downloads
3,000+社媒赞藏social saves
中国社会学年会 · 分论坛收录CHINESE SOCIOLOGY ANNUAL CONF. · ACCEPTED

从文化偏好到技术标准:AI 介入内容社区From Cultural Preference to Technical Standard: AI in Content Communities

文化趣味如何在"技术中立"的外衣下被制度化为审核规则,又通过模型的标准化执行反向规训创作者。这篇和我的日常工作互为镜像。How cultural taste gets institutionalized as moderation rules under the guise of "technical neutrality" — then disciplines creators back through standardized model execution. This paper and my day job mirror each other.

  • 揭示技术系统中的文化偏好如何被制度化再生产How cultural bias in technical systems is institutionally reproduced
  • 反思平台治理中的表达不平等与权力重构Rethinking expression inequality & power in platform governance
平台治理算法审核文化资本表达不平等

田野与学术训练Fieldwork & Academic Training

扎实的田野研究、丰富的访谈经验与理论研讨功底,是我理解"人"与"社会"的方法论根基。人类学的视野则给外给了我“反身性”辅佐下的理解力和在不同群体、叙事间完成“翻译”的可能性。From a Harvard RA post to my undergrad thesis fieldwork — four anthropological studies grounding a solid base in qualitative research, participant observation and academic writing: my methodological roots for understanding people and society.

2022研究助理 · RAResearch Assistant
Harvard · Social Technology for Global Aging Initiative
海南地区老年人智能手机使用的无结构田野访谈,关注设备适老化设计与"老去"的具体经验。Unstructured field interviews on elderly smartphone use in Hainan — aging-friendly design and the lived experience of growing old.
2022—2024本科毕业田野Undergrad Thesis
阶层流动视角下的美国高校学生组织Student Orgs & Class Mobility in US Higher Ed
学生组织如何通过筛选与培养机制再生产阶层不平等,以及个体借此实现阶层跃迁的可能。How student orgs reproduce class inequality through selection — and how individuals leverage them for mobility.
2022参与式观察Participant Obs.
"以自由为名":科研机构中知识劳工的劳动控制"In the Name of Freedom": Labor Control of Knowledge Workers
在北京某研究院一个月的田野,考察"自由"工作制度的想象如何被建构、劳动控制如何隐秘运作。A month-long study at a Beijing institute on how the imaginary of "free" work is built and how labor control quietly operates.
2021—2022ICIHCS 2023 录用Accepted
鸡娃经历对青少年发展的影响"Jiwa" Parenting & Adolescent Development
文化资本理论视域下的北京鸡娃现象,访谈 + 实地走访,回应"双减"政策关切。Beijing's intensive-parenting phenomenon through a cultural-capital lens; interviews + fieldwork, engaging the "double reduction" policy.

Live Demos

03 · 卡片本身可以玩 · 完整版点进去Cards are playable · full versions one click away

都能直接上手,不用想象。Everything here runs. No imagination required.

FIELD NOTES · 本页正在观察你(数据只在你的浏览器里)FIELD NOTES · THIS PAGE IS OBSERVING YOU (LOCALLY)
停留时长Time here 0s 滚动深度Scroll depth 0% 切走次数Tab switches 0 到访次数Visits 1 互动次数Interactions 0
数据在实时累积。点击下方,翻译成一条田野笔记,再决定要不要分享。Signals are accumulating. Turn them into a field note below — then decide whether to share.

Field Notes · 反向观察实验Field Notes · Reverse Observation

人类学家的老本行:参与观察。只不过这次被观察的是你——纯前端、零上传、随时可清除。技术是手段,"AI 时代谁在观察谁"才是那个问题。An anthropologist's oldest trick: participant observation — except this time the subject is you. Frontend only, zero upload, erasable anytime. The tech is a means; who observes whom in the age of AI is the real question.

联系我Say hello

04 · CONTACT

或许你有什么想聊聊的事情吗?Do u wanna share something?

孟芊妤 生活照

Fun factsFun facts

  • 中 / 英(雅思 7) / 日(基础日常对话) 三语Trilingual: CN / EN (IELTS 7) / JP (Entry Level)
  • 华语辩论北美联赛最佳辩手Best Debater, North America Chinese Debate League
  • 播音、舞蹈、古筝、射箭Broadcasting, dance, guzheng & archery — all trained
  • 旅游与咖啡的忠实拥趸A devoted fan of travel & good coffee
  • Q 版形象的搭档是一条小白蛇 ↓My chibi sidekick is a little white snake ↓
工作中…
Q版孟芊妤与小白蛇
点我换个状态tap me
简历页Résumé ↗