Two ways to leverage AI
There are two ways to leverage AI, and they're two different games, not two steps of the same journey. Mix them up without a mental model and it gets confusing fast.
aiproductfounders
Blog
On software architecture, AI in engineering, and building things that last.
AI is the most powerful amplifier ever built. What are you amplifying?
Most advice about AI is about speed and leverage. Almost nobody talks about the prerequisite: knowing what you're building and why. Without that, AI is a drift accelerator.
aiproductstrategy
Security is the last place you want AI making decisions
I used AI to harden a platform for public-sector compliance anyway — and the whole trick was making sure it never made a single security decision.
aiengineeringsecurity
Lean AI
With AI, move too fast in the wrong direction and you don't just ship a buggy feature — you lose user trust, or land in legal trouble. The teams that skip this sequence are the ones you read about in the headlines.
aiproductengineering
Second brain — scrappy setup, real unlock
The best tips for building a personal AI assistant don't come from the docs. They come from the room.
aitools
AI creates new problems. That can be solved with more AI.
Unparalleled programming speed leaves you with volumes of code you can barely peek into. Luckily, there's a very powerful tool to counteract all these shortcomings.
aiengineering
AI has blind spots. So do good engineers.
A single confused backoffice user broke everything. Years later, building with AI in the same stack, I caught the same pattern. The world does not change. It just moves faster.
aiengineering
Ship before you learn
AI removes the language barrier when you're exploring. You can spin up a working proof-of-concept in a stack you've never touched. That's genuinely new. Production is a different conversation.
aiengineering
A new programming language was born. It's Markdown.
I just shipped a learning product. No backend. No frontend. No install. Zero lines of code. The whole thing is a set of markdown files.
aiengineeringproduct
Leveraging AI to learn
The internet is obsessed with learning AI. Almost nobody is talking about leveraging AI to learn. Not the same conversation.
ailearning
I stopped asking AI for answers. I asked it to quiz me instead. (Fast forward)
The AI had no memory of what I'd practiced the session before. Every time: cold start. So I started building what I was missing.
ailearningengineeringproduct
I stopped asking AI for answers. I asked it to quiz me instead. (Part 2)
Docker networking, a quick-fire language drill, and the unexpected value of side-learning — session 2 of an AI-coached reactivation.
ailearningengineering
I stopped asking AI for answers. I asked it to quiz me instead.
Don't ask AI to explain things. Ask it to challenge you. A 20-minute Docker reactivation that actually stuck — and why.
ailearningengineering
A new breed of founders is on the rise
AI tools have lowered the bar for non-technical founders to validate ideas. But the moment real users get involved, the nature of the project shifts — from experiment to operation.
aiproductfounders