Photo of Haonan Zhong

Haonan Zhong Bobby

Quantitative finance student building evaluation systems, agent workflows, and research infrastructure. 量化金融本科生,专注构建模型评测系统、Agent 工作流与研究基础设施。

Agents, alphas, and albums I won't shut up about.

Claude Code & Codex

PM × Engineer 产品经理 × 工程师 Alpha Research Alpha 策略研究 Full-Stack 全栈开发 AI Driven AI 驱动
01 / About Me关于我

About Me关于我

Hey there, I'm Bobby👋 An undergraduate studying Quantitative Finance at the Chinese University of Hong Kong, Shenzhen.
I love building things with the help of LLMs, and keeping track of popular agents' updates.
👋 Bobby
 2023 
 Agent 

Programming

编程

  • Vibe Coding:
  • Python
  • SQL
  • JavaScript
  • CSS
  • STATA
  • MATLAB
  • Vibe Coding:
  • Python
  • SQL
  • JavaScript
  • CSS
  • STATA
  • MATLAB

Office

办公

  • Microsoft Word
  • Microsoft Excel
  • Microsoft PowerPoint
  • Microsoft Outlook
  • Google Workspace
  • WPS
  • Microsoft Word
  • Microsoft Excel
  • Microsoft PowerPoint
  • Microsoft Outlook
  • Google Workspace
  • WPS

AI & Agent

AI & Agent

  • Claude Code & Codex
  • Harness Engineering
  • Continual Learning
  • Evaluation
  • Claude Code & Codex
  • Harness Engineering
  • Continual Learning
  • Evaluation
In my free time, I genuinely enjoy singing and sharing my discoveries with friends.

Meantime, I go to gym from time to time, but those muscles literally do not grow.
Quant ResearchVC

 Claude Code & Codex 
I try my best to work well with Claude Code & Codex. The collaboration is not always smooth, but I keep getting better at it.

Welcome to my personal website! Scroll down for more info.


Data & ML

数据 & 机器学习

  • NumPy
  • Pandas
  • matplotlib
  • Scikit-learn
  • TensorFlow
  • PyTorch
  • NumPy
  • Pandas
  • matplotlib
  • Scikit-learn
  • TensorFlow
  • PyTorch

Finance

金融

  • Wind
  • Choice
  • iFind
  • PitchBook
  • 万得
  • 东方财富 Choice
  • 同花顺 iFind
  • PitchBook
02 / Education & Awards教育背景

Education & Awards教育背景

The Chinese University of Hong Kong, Shenzhen (CUHKSZ) 香港中文大学(深圳)

Bachelor of Business Administration, Stream: Quantitative Finance 量化金融专业

Sep 2023 – Present 2023.9 – 至今 Expected: May 2027 预计毕业:2027年5月

Key Courses 核心课程

Stochastic ProcessFixed Income Securities AnalysisFutures and OptionsData StructureMachine LearningInvestment Analysis and Portfolio Management
随机过程固定收益证券分析期货与期权数据结构机器学习投资分析与投资组合管理
2024 Shaw Spirit Award
2025 Shaw Service Award
2024-25 Dean's List (School of Data Science)
2024-25 Campus Culture Development Award
2024 逸夫书院「逸夫精神奖」
2025 逸夫书院「逸夫服务奖」
2024-25 院长荣誉录
2024-25 校园文化贡献奖

Certificates

WorldQuant BRAIN Challenge Top 0.05%
J.P.Morgan Chase & Co. Quantitative Research Completion Certificate
2025 Deloitte Digital Camp Certificate of Participation

证书

WorldQuant BRAIN Challenge Top 0.05%
JPMorgan Chase & Co. Quantitative Research Completion Certificate
2025 德勤数字化精英挑战赛参赛证书

Languages

Native
Proficient; TOEFL 6.0, IELTS 8.0, CET-4 660, with A-range grades across all English-related courses
Basic
Basic, CEFR: B1

语言能力

母语
熟练;托福 6.0,雅思 8.0,大学英语四级 660 分,英语相关课程均 A range
基础
基础,CEFR: B1
03

Internship Experience实习经历

Click any card to unfold the workflow behind the role 点击任意卡片,展开这段经历背后的工作流

2026.02Present至今

Data Engineer — VLM Evaluation

Video Rebirth · Hong Kong, China

internship
  • Owned the end-to-end architecture and delivery of the company's video evaluation platform (Next.js + PostgreSQL + Prisma), spanning annotator assignment, Arena-style model comparisons, self-service package creation, and a permission-aware RBAC model
  • Established a disciplined local → staging → production release path and migrated staging to Alibaba Cloud ACK; sustained production usage across 35+ users, 24+ evaluation packages, and 21,000+ evaluation items with zero P0 incidents
  • Engineered an automated collection pipeline across 8+ video-model families, unifying prompt dispatch, asynchronous generation monitoring, validation, and OSS ingestion to produce 5,600+ evaluation videos
  • Re-architected evaluation asset governance through a zero-loss OSS migration, credential-vault hardening with AES-256-GCM controls and reveal-rate limiting, and standardized archival for new datasets
  • Developed reusable evaluation methodology assets, including a VQA-derived eight-subdimension rubric, a 120-prompt first/last-frame suite across three new dimensions, and a competitive intelligence base covering seven World Model companies

Data Engineer – 视频模型评测

Video Rebirth · 中国 – 香港

internship
  • 主导公司视频评测平台从架构设计到生产交付(Next.js + PostgreSQL + Prisma),覆盖标注任务分配、Arena 双模型对战、XLSX prompt suite 自助建包及权限解耦的 RBAC 体系
  • 建立 local → stg 回归 → prod 的标准化发布链路,并推动 stg 迁移至阿里云 ACK;平台稳定支撑 35+ 用户、24+ 评测包与 21,000+ 评测条目,保持零 P0 事故
  • 搭建覆盖 8+ 视频模型家族的自动化采集 pipeline,统一 prompt 分发、异步生成监控、结果校验与 OSS 入库,累计产出 5,600+ 评测视频
  • 重构评测资产治理体系,零丢失完成 OSS 结构化迁移,并通过 AES-256-GCM 审计、凭证泄露限流及数据集自动归档强化安全与可追溯性
  • 构建可复用的评测方法论资产,包括基于 VQA benchmark 的八子维度评分体系、覆盖三个新增维度的 120 条首尾帧 prompt suite,以及七家 World Model 公司的竞品知识库
2025.122026.02

Product Manager — Agent Evaluation (AIME)

ByteDance · Shenzhen, Guangdong

internship
  • Owned end-to-end evaluation of AIME Ask mode, modeling user-demand distributions from production interactions to define priority scenarios, target answer quality, and measurable performance baselines for product, algorithm, and engineering teams
  • Built a Python evaluation pipeline combining rule-based signals, semantic clustering and prototype matching, strong-model labeling, and human-in-the-loop calibration; designed a three-level intent taxonomy across 15+ scenarios with checkpointing, retry, and recovery mechanisms, achieving 95%+ automated coverage and raising human-model agreement from 60% to 90%+
  • Developed a multidimensional evaluation system spanning intent and output-format classification, LLM-as-a-Judge analysis for accuracy, completeness, and relevance, plus refusal and negative-feedback diagnostics; analyzed 8,000+ production interactions to isolate structural gaps in software engineering, complex instruction following, and long-context tasks
  • Designed a falsifiable A/B attribution framework for anomalous copy and feedback metrics, triangulating segmented behavioral data with qualitative cases to rule out denominator inflation and clarification-follow-up hypotheses; identified one-shot completion and feedback-compression dynamics, then reduced reporting turnaround by 40% through a reusable workflow

产品经理 – Agent 评测(AIME)

字节跳动 · 广东 – 深圳

internship
  • 负责 AIME Ask 模式端到端效果评测,从线上真实交互中建模用户需求分布,定义重点场景、理想回答与效果水位,并向产品、算法和工程团队输出可量化的现状判断与迭代优先级
  • 独立开发 Python 自动化评测 pipeline,融合规则判定、语义聚类与原型匹配、强模型打标及 Human-in-the-loop 校准;构建覆盖 15+ 细分场景的三级意图体系与 checkpoint、失败重试和错误恢复机制,实现 95%+ 自动化覆盖率,并将人机一致率由 60% 提升至 90%+
  • 基于 8,000+ 条线上真实交互搭建多维评估体系,贯通意图与输出格式识别、准确性/完整性/相关性 LLM Judge、拒答与负反馈分析;定位软件工程、复杂指令遵循和长上下文任务的结构性短板,形成可执行的专项优化建议
  • 针对豆包编程实验中复制与正负反馈指标的异常联动,设计可证伪的 A/B 分层归因框架,结合行为指标与典型案例排除“非代码消息分母膨胀”“澄清式追问增加”等替代假说,识别高完成度一次性交付与反馈收缩机制;复用该工作流将报告交付周期缩短 40%
2025.11Present至今

Venture Capital Assistant

MoE Capital · Silicon Valley, California (Remote)

internship
  • Conducted primary-market diligence in PitchBook, synthesizing financing history, investor composition, and valuation trajectories into investment-memo analysis
  • Owned thematic research on MCP managed services, converting fragmented signals from company disclosures, social platforms, and third-party reviews into a decision-ready competitive landscape
  • Designed a multimodal-LLM audio workflow for GP meetings and expert interviews, improving meeting-note production efficiency by 50%+
  • Own public-sentiment monitoring and standardized Investor Catchup Q&A deliverables, supported by a self-built LLM transcription and synthesis workflow

风险投资

MoE Capital · 加利福尼亚 – 硅谷(远程)

internship
  • 依托 PitchBook 开展一级市场尽调,系统整合融资轮次、投资者结构与估值演变,形成可直接纳入投资备忘录的融资历史分析
  • 主导 MCP 管理服务赛道专题研究,将公司披露、社媒动态与第三方评价等分散信息转化为面向投资决策的竞争格局判断
  • 面向 GP 会议与专家访谈搭建多模态 LLM 音频处理工作流,将纪要产出效率提升 50% 以上
  • 负责舆情监控与标准化 Investor Catchup 会议 Q&A 交付,并以自建 LLM 转录整理工作流提升信息归纳的一致性与时效性
2025.082025.11

Research Consultant

WorldQuant · Remote

internship
  • Built and validated 100+ BRAIN Alphas for the U.S. TOP 3000 universe, translating reversal, momentum, and fundamental-value hypotheses into executable FASTEXPR signals across price-volume and accounting data; ranked in the global top 0.05%
  • Established a robustness-oriented evaluation discipline spanning Rank IC, ICIR, turnover, and self-correlation; combined decay smoothing, industry neutralization, and targeted parameter tuning to reduce cost-sensitive churn and lift backtest pass rates by approximately 15%
  • Productized the research process inside Alpha Agent as a scheduled, human-governed factor-mining engine: seed from proven Alphas and live BRAIN fields, generate parser-valid candidates, apply LLM financial-logic screening and targeted retries, run BRAIN simulations, gate on official/local self-correlation, portfolio marginal contribution, and factor-family saturation, then persist every outcome for review and one-click submission

研究顾问

WorldQuant 世坤 · 远程

internship
  • 依托 BRAIN 平台面向美股 TOP 3000 Universe 研发并验证 100+ 个 Alpha,将反转、动量与基本面价值假设转化为融合价量及财务数据的可执行 FASTEXPR 信号,个人排名进入全球前 0.05%
  • 建立覆盖 Rank IC、ICIR、Turnover 与自相关的稳健性评估框架,结合衰减平滑、行业中性化及定向参数调优,降低交易成本敏感型换手并将回测通过率提升约 15%
  • 将研究方法工程化并并入 Alpha Agent,构建定时运行且由人工决策的自动挖因子引擎:以既有有效 Alpha 与真实 BRAIN 字段为种子,贯通候选生成、LLM 金融逻辑筛选、定向重试、BRAIN 仿真、官方与本地双重自相关、组合边际贡献及因子族拥挤度门控,完整沉淀各类结果供复核与一键提交
2025.052025.08

Investment Banking Analyst

SDIC Securities · Shenzhen, Guangdong

internship
  • Supported the IPO workstream for a home-hardware company, combining Wind and Choice peer benchmarking with business-model analysis to strengthen project-initiation materials and optimization recommendations
  • Re-engineered three years of confirmation tracking with Excel-based controls and structured working papers, shortening the analysis cycle by approximately 30%
  • Authored a valuation report for a GPU-sector technology company, applying P/E and P/S frameworks to a five-year outlook and independently completing two financial-projection chapters of the project-initiation report

投行部 – 股权承做

国投证券 · 广东 – 深圳

internship
  • 参与家居五金企业上市项目,结合 Wind、Choice 同业基准与业务模式拆解,完善立项材料、行业分析及项目优化建议
  • 重构近三年函证管理流程,以 Excel 控制表和标准化底稿提升回函追踪与数据处理效率,将分析周期缩短近 30%
  • 独立撰写 GPU 领域科技企业估值报告,运用市盈率与市销率框架完成五年估值展望,并交付立项报告中的两章财务预测内容
04

Projects项目经历

Alpha Agent / Alpha Agent 量化研究智能体 site snapshotSite snapshot站点快照
Research preview研究预览Actively maintained持续维护

Alpha AgentAlpha Agent 量化研究智能体

From investment hypothesis to auditable factor test, with the LLM constrained inside the research loop让投资假设进入可审计的因子验证闭环,并将 LLM 约束在研究流程之内

FastAPINext.js 14TypeScriptPydantic+3
Accompany / 比邻 site snapshotSite snapshot站点快照
Functional prototype功能原型Archived已归档

Accompany比邻

A career companion that turns conversations and resumes into an evidence-backed growth map把对话与简历沉淀为有证据、可演进的个人成长图谱

Next.js 16TypeScriptAI SDK v6Prisma+3
EvalForge / EvalForge 视频模型评测平台 site snapshotSite snapshot站点快照
Functional prototype功能原型Actively maintained持续维护

EvalForgeEvalForge 视频模型评测平台

An operational layer for trustworthy human evaluation of generative video把主观视频判断转化为可信、可复核、可运营的评测流程

Next.js 16React 19TypeScriptPrisma 7+3
Interactive Learning Platforms / 交互式课程学习平台 site snapshotSite snapshot站点快照
Stable release稳定版本Completed已完结

Interactive Learning Platforms交互式课程学习平台

Turning dense university coursework into active-learning systems for practice, feedback, and mastery把高密度大学课程重构为可练习、有反馈、能追踪掌握度的主动学习系统

Vanilla JavaScriptHTML/CSSMathJaxPlotly+2
DJC Web Controller / DJC 网页 DJ 控制器 site snapshotSite snapshot站点快照
Stable release稳定版本Actively maintained持续维护

DJC Web ControllerDJC 网页 DJ 控制器

A browser-native DJ workstation engineered around real audio, performance, and input constraints围绕真实音频、性能与输入约束打造的浏览器原生 DJ 工作台

TypeScriptWeb Audio APIWeb WorkersAudioWorklet+3
合拍 Hepai / 合拍 Hepai site snapshotSite snapshot站点快照
Completed case study完结作品Completed已完结

合拍 Hepai合拍 Hepai

Explainable music recommendation that selects and sequences tracks for mix-ready continuity以可解释的音乐推荐完成选曲与编排,让连续播放真正具备可混音性

PythonFastAPIlibrosaMusic Information Retrieval+2

Select a card to explore the project点击任意卡片,查看项目详情

WUJI supercar cutting through fog on a wet mountain road
05 / MOTION

Video Portfolio视频作品集

Scroll to reveal the films向下滚动,观看完整作品
05

Motion Works影像作品

Moving-image practices across different forms; an evolving collection. 多种不同的影像实践;持续更新中

01Documentary short纪实短片

A Week in Bali巴厘岛周记

AI-assisted editing · Narrative designAI 辅助剪辑 · 叙事设计

A service-learning story shaped from classroom encounters, cultural exchange, and the small moments between them. Featured by the official channels of Shaw College and CUHK-Shenzhen.以课堂相遇、文化交流与其间细微瞬间为线索,重构一段支教旅程。作品获香港中文大学(深圳)逸夫书院及学校官方公众号发布。

FILM
02AI-native automotive TVCAI 原生汽车 TVC

WUJI無極

Creative direction · AI production创意指导 · AI 生成制作

A commercial film prototype for a fictional supercar marque, translating speed, restraint, and mechanical force into a cinematic brand world.为虚构超跑品牌打造的商业广告样片,将速度、克制与机械力量转译为完整的电影化品牌世界。

FILM
06

Activities活动经历

Volunteer Teacher 志愿教师

Shaw College Bali Service-Learning Program 逸夫书院巴厘岛支教项目

Jun 2026 2026.06
  • Teaching: Taught Chinese and English classes to local primary-school students in Bali during a week-long service-learning program (Jun 21–26, 2026).
  • Cross-cultural Communication: Designed lessons for students with no shared first language, adapting pacing and materials on the spot to keep classes engaging across the language barrier.
  • 支教教学:参与逸夫书院组织的巴厘岛支教项目(2026.6.21–6.26),为当地小学生讲授中文与英文课程
  • 跨文化沟通:面向无共同母语的学生设计课程,现场调整节奏与教学材料,让课堂跨越语言障碍保持吸引力

Operation & Management 组织者 & 运营

AceSeed+ (Job-description online sharing community) 求职信息分享社群 AceSeed+

Sep 2025 – Present 2025.09 – 至今
  • Community Management: Oversee a community of 3,000+ members; design and automate JD distribution processes to improve information dissemination and community engagement.
  • Event Planning: Organize 3-4 recruitment-related activities per month, focusing on professional skills, career development, and industry insights to drive community growth.
  • Cross-team Collaboration: Collaborate with CPDO, CDC, and other external teams to establish long-term partnerships.
  • Achievements: Successfully increased weekly user acquisition by 50+ new users, executed 10+ major events with 100+ attendees each, and established a highly efficient JD automation workflow.
  • 社群运营:管理 3000+ 成员,设计并自动化 JD 转发流程,提升信息传递效率和社群活跃度
  • 活动策划:每月策划 3-4 场求职相关活动,涉及行业分享、求职技巧等多个主题,促进社群用户增长
  • 跨组织合作:与 CPDO、CDC 等校内外求职招聘组织建立长期合作关系,推动资源整合与信息共享
  • 成果:每周吸引 50+ 新成员,成功策划并组织 10+ 场主题活动,场均报名人数 100+;建立了高效的 JD 自动转发 workflow

Vice Chairman & Member of Liaison Department 副主席 & 外联部干事

Shaw College Resident Student Association (SCRSA) 逸夫书院宿生会

Jan 2024 – Present 2024.01 – 至今
  • Event Planning: Led the planning of a "Chinese Traditional Culture Escape Room" event, managing the entire workflow from event design and procurement to on-site execution.
  • Team Management: Authored a ~20,000-word event proposal and created standardized planning documentation to ensure sustainability of future events.
  • Execution & Oversight: Managed recruitment, task delegation, and on-site supervision to ensure smooth event operations and enhance participant experience.
  • Achievements: Attracted 400+ registrations; event WeChat article reached 4,000+ reads with ~20% engagement conversion; received 50+ positive feedback responses, setting a new school record for participation in similar events.
  • 组织策划:主策划「国风主题密室探险」活动,负责活动流程设计、物资采购、现场执行等全流程
  • 团队管理:编写近 2 万字策划案,创建活动策划标准流程文档,确保后续活动可持续性
  • 执行监督:负责人员招募、分工、现场监督,确保活动顺利进行,提升参与者体验
  • 成果:活动报名人数 400+,公众号推文获 4000+ 阅读量,约转化 20% 为点赞+转发数据;活动后获 50+ 条正向反馈,打破校内同类活动参与人数记录

Get in Touch联系方式

I'm always open to discussing new projects, research opportunities, or interesting ideas at the intersection of finance and AI. 欢迎就新项目、研究机会或金融与 AI 交叉领域的有趣想法与我交流。

[email protected]