The AI Wars

This is a companion post for the video above.

The Real Shift

AI isn’t replacing engineers so much as changing what “good engineering” looks like: more systems thinking, more rigor, and a tighter loop between intent and implementation.

What To Watch For

• Tooling that makes engineers faster without making systems fragile.
• Teams that treat reliability and safety as product features, not afterthoughts.
• Organizations that build leverage with workflows, not just prompts.