Hey, I'm Mubien 👋
I build useful tools with AI and study what happens when these systems begin to make decisions, take actions, or change the way work gets done. This is where I share the products, frameworks, and evidence behind that work.
Right now, I'm deep down a research rabbit hole: how neural networks are “grown” through training, why their behaviour isn't coded rule by rule, and what the alignment problem and recursive learning and self-improvement could mean for us down the line.
My aim is simple: bring calm, clarity, and depth to the noisiest topic there is. That means building things, testing the assumptions around them, and being precise about what is known and what is not.
Build a morning brief that writes itself
The First Build is the whole thing: the actual instructions I use, every decision behind them, and the parts I got wrong. No code, and you can have it running by the end of an evening.
I'll send it straight to your inbox, plus new builds as I publish them. Free, always — unsubscribe anytime.
Choose where you want to begin
The site is organized around four simple paths. Pick the one that best matches what brought you here.
Useful AI becomes consequential AI
What should happen when an AI system stops drafting and begins acting, deciding, or spending on someone's behalf?
Move from a promising AI demo to an accountable launch decision.
I turned the free launch review into a practical operating kit: an editable risk register, evaluation plan, launch gates, decision memo, and a professional applicability screen for major AI frameworks and regulations.
Actual workbook previewLook inside →12
starter risk areas
7
editable workbook tabs
13
applicability prompts
11
guide pages
Ideas tested by making them real
AI Product Launch Review
LiveTurn an AI idea into a launch decision you can test
An interactive product review that turns a system description into explicit claims, boundary tests, evidence requirements, and launch gates. The output is designed to be challenged, checked, and exported.
Try the interactive product →
AI Governance Assessment Agent
LiveAutomated first pass AI risk and governance reviews
An AI tool that reviews supplied system documentation against a selected governance framework and drafts a structured assessment. It surfaces risks, missing information, and questions worth following up.
Read the case study →
Fable
LiveAn AI communication coach for hard conversations
An AI communication coach for practising difficult conversations. Work through scenarios, try a different approach, and get feedback on your delivery.
Read the case study →Use AI deliberately. Then build with it.
Free guides on prompting, judgment, responsible delegation, and turning an idea into a working product. Start where the gap in your own practice is.
- 01Getting Started with Claude CodeAbsolute beginner3 lessons
- 02Prompting, without the hypeBeginner5 lessons
- 03The 4D FrameworkBeginner5 lessons
- 04Ship your first small appIntermediate5 lessons
How much have you used AI so far?
More courses on the way as I keep building.
Why I keep coming back to this
Curiosity turned into a morning briefing I use every day, a communication coach, and experiments with AI governance. Each build gives me something concrete to question, improve, and explain.
I want this to be a place where you can slow down and understand what you are using. I share the steps, the useful discoveries, and the limits I am still trying to understand. The courses and writing here are free.
“Understand deeply. Explain plainly. Make room for a little calm along the way.”