Butterdot · AI agent workshops for non-technical professionals

A better prompt won't fix it. How you run the agent will.

That means how you set up and steer it, and how you design the checks its work must pass. It is a skill, and we teach it.

Output that looks right but misses the point.
It reads well, so you find the gap only when someone else reads it.
Define done before the agent starts.
Close the gaps while you plan: what you need, and how to check it. Then the agent can do the work and check its own result.
A great result once, then never again.
You can't remember what worked, so each task starts from zero.
Turn what worked into a skill.
Keep the steps that worked, so you can run them again on the next task.
Usage that runs out before the real work is done.
Long chats use up your limit, and the agent loses track of the task.
Spend your usage on the real work.
Know when to continue, when to start fresh, and when to split the work.
Work you can't explain. “The AI did it.”
You accepted choices you did not make, so you can't defend them.
Own every result.
The agent suggests, and you make the key choices. So you can explain every result and stand behind it.

Gang Rui

AI trainer and product builder

I teach non-technical teams to use AI agents confidently and dependably in their daily work. I build with agents every day, so I teach what holds up on real work, not what looks good in a demo.

One of three founding Claude Ambassadors in Singapore
Trains teams to use Claude Code and Codex for knowledge work
Builds production AI products: retrieval, evaluations, and agent workflows
Regular speaker at Lorong AI and SQ Collective

Worked with

From past participants.

40+non-technical professionals trained

I've been hearing Claude Code for months and haven't got the time to get to it. Gang Rui's workshop made it easy for us to get onboarded and quickly get to hands on on a few use cases.

Damien KohFounder, DBizOps · prev. COO, Love Bonito

There's so much information on the internet and it can be hard to narrow down to what actually matters. The workshop helped me get started with Claude, and now I build skills and apps to help me with my day to day.

Andy LeongPlatform Product Owner Lead, OCBC

Heard about Claude Code but had a lot of inertia, thinking the learning curve would be steep.
Amazingly, the workshop made it seem easy. Now I'm able to automate workflows across my professional (sales research and outreach) and personal life.
Strongly encourage everyone (100% ok even if non technical) to pick up these must-have skills to maximize your efficiency and future-proof yourself.

Nicholas LimLarge Enterprise Sales, Gartner

I took Gang's Claude Code class and found it both informative and practical. Gang is highly knowledgeable in this domain, and his guidance helped me understand and use the concepts easily.
With the takeaways from the class, I am able to put what I learned into practice. I built helpful agents that take care of my daily tasks and even act as a second pair of eyes for my work.
I highly recommend this class to anyone looking to apply Claude Code effectively in real world workflows.