Building an AI-Assisted Kaggle Toolkit
I got tired of the standard Kaggle workflow. Open a notebook, import pandas, start typing
.describe(), throw some models at the wall. It works, but you don’t learn much, and three months later you can’t remember why you chose XGBoost over Random Forest.So I built a toolkit that forces a better process: research first, then model. Document everything. Produce educational content as a natural byproduct of doing the work.
Kiro Steering Docs vs Skills: When to Use Which
I just spent the evening setting up my blog’s deployment workflow in Kiro, and at the end I had a choice: do I save this as a steering doc or a skill? They both let you give Kiro persistent context, but they work differently and solve different problems.
Here’s how I think about it after going through the decision myself.
What steering docs do
A steering doc is a markdown file that lives in
.kiro/steering/. It’s essentially a note you leave for future Kiro conversations: “here’s how this project works, here’s what to keep in mind.”