I continue to be really proud of this feature of Substage, and I am yet to see any AI tools with budgets in $billions do anything similar.

I wrote a bash parser and partial execution engine, as well as analysis for dozens of common commands to predict the side effect of commands before they actually run for real!

Blog post from last year with more explanation: https://joethephish.me/blog/substage-predicts/