Reading up on MIT Media Lab

Thariq Shihipar, an Anthropic engineer on Claude Code, designs agent tools using Unix primitives, progressive context, verification, and user‑question interfaces to make AI agents more reliable and useful.

The differentiator in the AI age is not intelligence but one's relationship to mental effort, with cognitive polarization likely dividing society into those who thrive and those who decline.