One thing I've learned from working with AI-assisted data processing:
A well-formatted AI output isn't necessarily a correct one.
When processing charts, tables, and diagrams, the output can look perfectly structured while still containing incorrect values or misunderstood...
Been working on a little AI project advisor recently.
One thing I've noticed with software projects is that the first conversation can get pretty messy. People know what they want to build, but explaining all the details isn't always easy.
So I made this.
It's a small AI assistant...
The more I use AI, the more I realize I actually need to learn more — not less.
At first, I thought AI would mainly save time.
Less repetitive work.
Faster coding.
Faster research.
Faster content creation.
And yeah, it does.
But something unexpected happened.
As an independent...
How much of video editing actually needs to be done manually every time?
I’ve been working on a small video editing automation workflow lately.
The goal isn’t to automate creativity or storytelling. It’s to reduce the repetitive work — organizing media, building timelines, basic...
Currently working on a personal operations system that brings tasks, planning, calendar workflows, relationships, reminders, and reviews into one place.
The interesting part isn’t building each feature separately — it’s keeping the modules independent while still making the whole...
