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Guo Qiang

Guo Qiang Logo

你好!我是 Guo Qiang,一名专注高确定性系统与一手实现的 Product Engineer。曾负责 GitLab (CN) SaaS 与研发基建,并在 哔哩哔哩、携程 等平台深耕高并发架构与核心业务增长。

我的关注点始终在于复杂系统抽象、状态编排与真实商业约束的闭环统一。

在 AI 时代,我践行 AI Pair Programming 与“干中学”:告别浮于表面的 Prompt 抽卡,专注于端侧 DAG 调度引擎、本地 Agent 工具链与确定性系统的构建。让业务场景定义关键架构,让 AI 启发底层规约与死锁排查,并通过极限压测完成工程闭环。

Hi there! I'm Guo Qiang, a Product Engineer focused on deterministic systems and hands-on craftsmanship. Previously led GitLab (CN) SaaS & platform engineering, and scaled high-concurrency systems and core growth funnels at Bilibili and Ctrip.

My craft centers on the convergence of complex system abstractions, state orchestration, and grounded commercial reality.

In this AI era, I practice AI Pair Programming and "Learning by Doing"—moving far beyond superficial chat wrappers toward client-side DAG engines, local agent primitives, and deterministic architectures. Workflows define critical architecture, AI reveals edge contracts & deadlock hazards, and rigorous stress testing closes the loop.

GitLab
产品负责人 Head of Product GITLAB
负责 GitLab SaaS(CN)、Ops、市场商务合作,跨时区合作,增长黑客等。 Responsible for GitLab SaaS (CN), Ops, strategic commercial partnerships, cross-timezone collaboration, and growth hacking.
Bilibili
移动主站产品 Mobile Product Lead BILIBILI
负责 Bilibili 移动站、移动商务需求。 Leading Bilibili Mobile Web platform & mobile commercial requirements.
Ctrip
产品经理 · 增长黑客 Product Manager · Growth CTRIP
负责移动营销需求包含 分销、APP 推广、SEO、SEM、广告平台/API 平台、订单流程优化等。 Leading mobile growth: distribution, App growth, SEO/SEM, Ad/API platforms, checkout flow optimization.
产品工程 PRODUCT ENGINEERING
确定性系统 DETERMINISTIC SYSTEMS
AI 原生工作流 AI-NATIVE WORKFLOW
一手构建 HANDS-ON BUILDER
分布式体系 DISTRIBUTED SYSTEMS
VIBE CODING
ACTIVE LABS & WRITINGS
探索我在主页一手构建的高确定性实物: [PatchCat DAG 拓扑引擎]、 [Kindle 墨水屏看板],以及深入底层的 [Kahn 调度与架构解析 ↗]。
Explore deterministic artifacts built on the home workshop: [PatchCat DAG Engine], [Kindle E-Ink Dashboard], and in-depth articles on [Kahn Topology & Architecture ↗].
PROFESSIONAL EXPERIENCE • CAREER ROADMAP • ENTERPRISE SAAS • PRODUCT ENGINEER •  PROFESSIONAL EXPERIENCE • CAREER ROADMAP • ENTERPRISE SAAS • PRODUCT ENGINEER • 

Work

十年以上技术与平台产品经验,覆盖企业级 SaaS、大流量平台与 AI 工作流。 10+ years of technical & platform product management across enterprise SaaS, high-traffic systems, and AI workflows.

2024.09 – PRESENT

喵嗷呜科技工作室 Miaoawu Tech Studio

联合创始人 / 技术产品负责人 Co-founder / Tech Product Lead
主导企业级 AI Agentic Workflow 与自动化工具链搭建,基于 LLM API、n8n 构建自动化流水线,设计跨平台数据同步与统一 API 接口。 Architected enterprise AI automation pipelines & agentic workflows (LLM APIs, n8n), unified cross-platform API contracts, and managed rapid agile prototypes.
2022.02 – 2024.09

极狐 GitLab JiHu (GitLab)

产品专家 / SaaS 与平台产品负责人 Senior Product Manager / Product Specialist
主导中国区 SaaS 平台与本地化企业版产品规划,管理跨时区国际化分布式产研协同,推动路线图制定与高可用企业级功能端到端交付。 Owned product planning and quarterly roadmaps for China SaaS & Self-Managed enterprise editions, coordinating multi-timezone international R&D teams.
2019.08 – 2022.02

上海仙泽分析仪器 Shanghai Xianze Analytical Instruments

软件与平台产品负责人 Software & Platform Product Lead
面向科研与工业实验室场景,主导高精度光谱分析工作站软件与 SaaS 数据平台的产品架构与交付,搭建 Jira 敏捷管理体系。 Led product architecture and delivery for optical workstation software and laboratory SaaS data platforms, standardizing Jira-based agile workflows.
2018.06 – 2019.05

上海钦文网络科技 Shanghai Qinwen Network Technology

高级产品经理 Senior Product Manager
通过全流程 A/B 测试优化用户注册与付费转化链路,结合精细化用户分层运营策略,推动注册转化率提升 30%+,DAU 提升 20%+。 Designed end-to-end A/B tests to optimize registration and onboarding funnels, boosting conversion rate by 30%+ and DAU by 20%+.
2016.09 – 2018.03

哔哩哔哩 (Bilibili) Bilibili

高级产品经理 Senior Product Manager
负责移动主站跨端组件与 Hybrid 架构升级,确保大流量峰值下的系统流畅度与交付一致性;搭建全栈转化漏斗与埋点监控指标体系。 Deployed cross-platform UI frameworks and Hybrid infrastructures for peak traffic; established full-stack event tracking and funnel monitoring metrics.
2014.03 – 2016.03

携程 (Ctrip) Ctrip

产品经理 (营销与技术平台) Product Manager (Technology PM / Marketing)
主导 APP 深度链接(Deep Linking)与 URI 路由标准化系统重构,使全站订单转化率提升 70%~80%;规划原生广告全生命周期看板与标准化营销 API。 Spearheaded APP Deep Linking & URI routing overhaul, boosting order conversion rate by 70%~80%; designed marketing automation APIs and real-time dashboards.
2012.07 – 2014.01

北京联银通科技 (上海农商银行) Beijing Lianyintong Tech (SRCB)

软件工程师 Software Engineer
负责银行核心数据聚合平台(DCP)的后端开发、接口编写、自动化测试与生产环境部署,积累扎实的底层软件架构与数据处理经验。 Developed backend data aggregation modules and automated test pipelines for core banking platforms, building a solid software architecture foundation.

About
The
Process

作为一名 Product Engineer,我不相信空谈愿景或纯靠 Prompt 抽卡能做出真正可靠的生产级系统。

大模型天然具备概率与不确定性,但企业的业务逻辑和自动化流水线必须是确定性的。我的工程目标,就是用 DAG 状态机、Kahn 拓扑排序和受限解码 等确定性铁轨,把不可控的概率收敛在安全边界之内。

在技术实现上,我坚持“平台底蕴 + 商业增长”的双轨实践:既要把控底层系统的稳定与防死锁,又要站在真实用户视角把上手门槛做低。

As a Product Engineer, I don't believe vague vision statements or prompt tinkering alone produce reliable production systems.

LLMs are inherently probabilistic, but real business automation requires determinism. My engineering focus is laying white-box rails—DAG state machines, Kahn topological scheduling, and constrained decoding—to keep non-deterministic models bounded within safe contracts.

In practice, I balance platform engineering rigor with product growth: maintaining rock-solid deadlock prevention beneath the hood while obsessing over zero-friction user onboarding.