Most AI tools optimize for speed. ProtoPie AI is built for validation. Here’s why that matters for design teams working at a professional level.

Is the human role of “computer programmer” coming to an end? Will the AI bots one day do all the programming for us?

More multitasking. AI introduced a new rhythm in which workers managed several active threads at once.

Something has shifted in the way the design field operates, and we haven’t yet found the words or identified the exact schema for it.

In which we propose a new measure of LLM self-awareness but ultimately decide they fall short.

How value moves from execution to curation and intent.

The instinct to break work into atomic tickets was right for human teams. For agents, it reproduces the same fragmentation disease at machine speed.

Accumulated thoughts and ideas about AI since the launch of ChatGPT in November 2022.

Executives have always had to deal with non-determinism, while individual contributors are evaluated by their execution on deterministic tasks.

Free software once mattered deeply, but faded when SaaS made those freedoms feel irrelevant.

Start building with intention and control. Learn the architecture and systems required to build and ship functional products with AI.

The idea of AI replacing product designers isn’t scaring me. It’s actually having the opposite effect: I’m embracing it.

If AI users are becoming 10x more productive, skeptics might reasonably ask: where are all the apps?

Grow 10% or earn 40%, no middle path is left.

How they use AI, what they dream it could make possible, and what they fear it might do.

How AI turns translation into runtime and why preserving intent between human ambiguity and machine precision is now the real craft.

On friction, patience, and planting trees.

What happens if we take our AI uncertainty seriously—if we act with epistemic humility.

We are past the point where the question is whether artificial intelligence will exceed human capability across most cognitive domains.

When building becomes effortless, the real constraint is no longer code. It’s clarity, product judgment, and knowing when not to ship.