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LEE LING YUAN李 凌 缘

李 凌 缘
Solution consultant · Applied AI · Builder who stays until it's used 解决方案顾问 · 应用 AI · 一个待到东西被用起来才走的建造者
The Lead头条

I live in the messy part in the middle.我活在事情最乱的那段中间。

My work starts the moment a client tells me what hurts — long before anyone knows how to write a spec for it. 从客户告诉我哪里痛的那一刻，我的活儿就开始了——早在任何人知道该怎么写需求文档之前。
Career职业经历
2025 — now至今
Senior Solution Consultant高级解决方案顾问
Fintech · fraud & risk technology金融科技 · 反欺诈风控
2025 — now至今
Founder创始人
Movaflow · SME operations consultancyMovaflow · 中小企业运营咨询
2019 — 2025
Senior IT Business Analyst / Solution Lead高级 IT 业务分析师 / 解决方案负责人
Huawei Technologies · Asia Pacific华为技术 · 亚太
2018 — 2019
Banking & tax operations银行与税务运营
Hong Leong Bank · RBC丰隆银行 · 加拿大皇家银行
Awards奖项
Heroic Crossing Medal英雄跨越奖章 — Huawei ERP, top 5% globally华为 ERP，全球前 5%
Outstanding Contribution杰出贡献奖 — top 1% APAC亚太前 1%
Quality Star质量之星 — top 1% business unit业务单元前 1%
Excellent Solution Award优秀解决方案奖 — TrustDecision同盾科技
Selected projects · newest first精选项目 · 从新到旧
2025 · Fintech
An AI that investigates fraud — and never invents a thing一个会做反欺诈调查、却从不编造的 AI
A case-investigation agent on a bank's platform, grounded so every claim cites a real record.银行平台上的案件调查智能体，接地到每条结论都引用一条真实记录。
Read the case →看这个案例 →
2025 · Fintech
ML fraud-risk & device fingerprintingML 反欺诈与设备指纹soon待补
Two bank & e-wallet deployments, from discovery to go-live.两个银行与电子钱包部署，从探索到上线。
2024 · Telco
The tool nobody was using那个没人用的工具
Adoption stalled at 30%. I went to the field — and got it to 100%.使用率卡在 30%。我跑去现场——把它做到了 100%。
Read the case →看这个案例 →
2024 · Telco
A 21-initiative transformation portfolio21 个 initiative 的转型组合soon待补
Sequenced by impact vs effort across major carriers.按影响与投入排序，横跨多家运营商。
2020–24 · Telco
Replacing the engine mid-flight在飞行中换引擎soon待补
An ERP swap across 22 offices. Big change is sequencing and trust.22 个办公室的 ERP 替换。大变革靠的是排序和信任。
2019–24 · Telco
Reusable automation across 4 countries跨 4 国的可复用自动化soon待补
A data-sync pipeline (8h → 15min), an invoice tool, RPA workflows.数据同步管道（8h → 15min）、发票工具、RPA 流程。
2019 · Telco
An award-winning network-merger solution获奖的网络合并方案soon待补
Top 5 of 30+ global submissions; repeat site visits 56% → 46%.30+ 全球提交中的前 5；重复到访 56% → 46%。
2026 · Logistics2026 · 物流
Two hours, down to five minutes两小时，压到五分钟soon待补
A desktop app that gave a logistics team their afternoon back, every month.一个桌面程序，每个月把一个下午还给物流团队。
2025 · Logistics2025 · 物流
A warehouse that finally trusts its own numbers终于敢相信自己数字的仓库soon待补
A live mobile stock system, built on tools they already had.一个实时移动库存系统，建在他们已有的工具上。
2025 · Construction2025 · 建筑
Project status, out of WhatsApp and onto one board把项目状态从 WhatsApp 搬到一块看板soon待补
A mobile tracker for a steelwork firm — design to installation.给钢构公司做的移动追踪 app——从设计到安装。
2026 · Open source2026 · 开源
grounded-career-agentgrounded-career-agent
An open-source agent that grounds every claim in the source documents.一个把每条结论都锚定在源文档上的开源智能体。
View on GitHub ↗在 GitHub 上看 ↗
Say Hi来聊聊

Say hi来聊聊

Curious about AI grounding, or delivery in fintech and telco? No agenda — just send a note.对 AI 接地、或金融电信的交付好奇？没有目的——发个消息就好。

Send a note发个消息

Have a problem to ship? Through Movaflow I take on hands-on delivery — small, honest, end to end.有个问题要落地？通过 Movaflow 我接实打实的交付——小而诚实，从头到尾。

See Movaflow →看看 Movaflow →
Certifications证书
Azure AI Engineer AssociateAzure AI 工程师 · Microsoft
AI Foundations · OpenAIAI Foundations · OpenAI
Intro to Claude Cowork · AnthropicClaude Cowork 入门 · Anthropic
Project Management · Google项目管理 · Google
IT Automation with Python · GooglePython 自动化 · Google
Data Analytics · Google数据分析 · Google
Skills技能
PythonSQLREST · webhooksKafkaETLLLM appsagentic workflowsmodel evalBIAzure AIRPA
Elsewhere其他地方
LinkedInlee-ling-yuan GitHublinger1210 Emaillinger97.ll@… Open sourcegrounded-agent

Take the vague thing. Make it real. Stay until it's used.接住那个模糊的东西，把它变成真的，一直待到它被用起来。

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