Not every AI role needs a PhD in ML. A good AI engineer can bridge full-stack skills with LLM expertise, making AI practical in real products.

An argument for "alignment windfalls": when safer AI systems don’t just reduce risk, but generate immediate value for companies and society.

Elicit's nuanced stance on coding assistants in interviews: welcome as tools for testing insight, but not as replacements for genuine reasoning.