Ideas on AI, engineering & careers.
Field notes from a team that builds AI products and staffs AI-fluent engineers.
3 posts tagged career development.

Companies Are Using AI to Interview You — And Banning AI While They Do It
Employers are deploying AI simulations to run parts of their own hiring process while simultaneously banning AI assistance from coding screens. The engineers who understand this contradiction — and train for both sides — are the ones landing offers right now.

You Don't Have to Apply to MIT to Learn From MIT. Here's What's Actually Free.
MIT has quietly offered free, rigorous engineering and computer science education online for years. Here's exactly where to find it, what to study, and how to turn it into something that moves your job search.

Almost No One Qualifies for This Engineering Role — Here's How to Be the Exception
The forward-deployed engineer role carries a 25–30% salary premium and demand that vastly outstrips supply. Here's what the talent gap actually looks like, what hiring tests for, and how to realistically position yourself for the opportunity.