Clients
Enterprise AI Training Case Studies
Real examples from workshops and coaching engagements across banking, retail, education, and engineering.
Three models, one branch, zero deployment
First live run of the architect pattern on my own website: Claude Fable 5 wrote the specs and verdicts, Grok 4.5 and GPT-5.5 did the typing in parallel. 75 files, +167/−668 — and nothing ships until I decide.
A Year of AI Training at a Hong Kong Food Company: Six Departments, Twenty Sessions
What happens when a company doesn't just book one AI workshop, but keeps going -- department by department -- for a full year.
一間香港食品公司的一年 AI 培訓：六個部門，二十節課
從一場標準 AI 工作坊開始，該公司六個部門在一年內上了約二十節課，超過一百名員工受訓，5 月評估達 4.48 分。
One Jewellery Brand, Two AI Trainings in Two Days: Design, Then Operations
A Hong Kong jewellery retailer booked one AI session for its design team, then booked a second for operations the next day. What the two curricula looked like, and what cross-department demand actually signals.
I've Now Run AI Workshops for the Same Company Three Times. The Third Batch Is Nothing Like the First.
I've been training at a Hong Kong food manufacturer since January: HR, then Sales & Marketing, now Operations. The third batch required a 120-row fake production dataset and 26 new prompts. Nothing from Batch 1 transferred.
三輪 AI 工作坊，同一間公司——第三輪我一張舊 slide 都沒用
1 月起在一間香港食品製造商培訓：HR、市場及銷售，現在是營運。第三輪他放棄全部舊 slide，從零建 120 行虛構生產數據集和 26 條專用 prompt，並坦言未知成效。一間機構的 AI 成熟度不是一個分數，是一幅拼布。
What Happens When a School Commits to 24 Months of AI Training
Last April I trained 400 educators in 75 minutes. Then HKCT came back for a 24-month AI Learning Community — and mandated NotebookLM for all students and staff by September.
I Built an AI Chatbot in 2 Weeks. Here's What Broke on Turn 3.
The gap between 'build an AI chatbot' tutorials and a working production chatbot is measured in crashes, security holes, and spec rewrites.
兩星期建了一個 AI Chatbot。第三輪對話就崩潰
一個人加一隊 AI coding agent，兩星期建好涵蓋 137 間學校的 multi-agent chatbot，卻在第三輪對話死掉。原因是一條檢查組裝 context 而非用戶訊息的 guardrail——修復只需 6 行 code，找到它用了 1 小時。
Claude Code Mastery: The Full Blueprint — My Actual System
I open-sourced my entire Claude Code architecture. Every file, every connection, every lesson learned. 9 agents, 40 skills, 7 cron jobs, 4-tier memory — built because I have ADHD and needed external structure.
Claude Code 完全攻略：完整藍圖 — 我真正的系統
我將整個 Claude Code 系統完整公開。CLAUDE.md、skills、agents、hooks、cron、memory — 每一層如何連接，每一個決定背後的原因。
Three AI Gaps in an E-Commerce Team Already at 70-80% Adoption
A Shenzhen visit exposed a pattern I see everywhere: teams using AI at 50% efficiency because nobody taught them model selection.
How to Design a 6-Session AI Pioneer Program That Actually Changes Behavior
How I designed a 6-session corporate AI training program for 19 HR professionals, using Copilot-only tools and a change management approach that saved 5-8 hours per week.
What Happens When a Toy Company Takes AI Seriously
Two sessions, 12 executives, and a gardening demo that secured buy-in. Inside an international toy company's AI training.
Training the World's Largest Jewelry Retailer on AI x Design Thinking
Insights from my third workshop with Chow Tai Fook, where cross-functional teams competed to create Go-To-Market campaigns using AI tools in a hackathon format.
Teaching a Utility Company the 7 Levels of AI Agents
I taught a major Hong Kong utility's team a 7-level AI agent framework, from basic chatbots to CLI-based systems. Here's what a utility company needs to know about AI agents.
What 1,500 Banking Professionals Taught Me About AI Adoption
Lessons from training employees at a major Hong Kong bank across 13 countries - on safety frameworks, workflow integration, and the 70/30 human-AI split.
Why I Trained CTS Executives on Doubao Instead of ChatGPT
For a tourism company operating across Hong Kong and mainland China, the standard Western AI toolkit was the wrong starting point. The tool decision turned out to be the strategic one.
How PolyU's Finance Team Built an AI Workflow That Actually Works
Building sustainable AI workflows for a university finance office - starting with strategy, establishing the ACE framework, and watching tool users become process designers.
What 75 Minutes of AI Training Can and Can't Do for 400 Educators
HKCT put 400 staff in one room for 75 minutes of AI training. Some started experimenting within a week. Most didn't. Here's what one session honestly achieves.
Three Layers of a Better Prompt: What HKJC's Management Trainees Actually Practiced
The three-layer prompt framework I taught Hong Kong Jockey Club's management trainees -- Precision, Structure, Context -- with the actual before-and-after prompts from the workshop.
Four Prompt Patterns from a 2.5-Hour Community Workshop
When Dorich asked for an AI session that wouldn't be forgotten in a week, we built it around four specific prompts their audience could use the next morning.
What Happens When 50 Engineers Get 45 Minutes with AI
Introducing "C-How Thinking" at Arup - a framework that bridges left-brain logic and right-brain creativity through Copilot and Canva.
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