Holden Horton

A student might finish a lesson and do well on practice questions, then struggle when asked to explain the same idea aloud.
Understanding something privately and presenting it to others seem like different skills.

For people who have built or used education tools: have you found a way to help with that step?
Would you use a short spoken explanation, audience questions, peer feedback, or something else to help a student practice?

I m especially curious how you would tell whether a student understands the topic better, rather than has simply memorised a polished answer.

The most dangerous stage of product development isn t when you re far from finished it s when you re 90% done. You keep tweaking micro-interactions, redesigning buttons, and refining features that 99% of your users will never notice. On the surface, it feels like high-standard perfectionism. In reality, it s a psychological defense mechanism against market exposure. Launching means risking failure, while polishing allows you to live safely in the realm of potential. Days turn into months, momentum dies, and the energy that originally fueled the project evaporates.

As a builder, how do you distinguish between genuine quality control and subtle, fear-driven procrastination?
How do you force yourself to ship when your brain insists it isn't "perfect" yet?

Starting a new app with AI is easy. Editing an old project is where I see things go wrong: it rewrites a file that was fine, ignores the existing structure, or changes something nobody asked about.

What do you give it before it touches the code? A short notes file, the folder structure, a list of files it must not change, or just the task?