# Keith Rabois

Markdown copy of https://realalpha.app/people/keith-rabois/ on Real Alpha, the best minutes from long interviews with the people building AI. Cite and link the page, not this copy.

Real Alpha has cut 2 moments of Keith Rabois talking, from an interview on All-In published Jul 11, 2025.

## What Keith Rabois said

- [Human-labeling businesses may have a short runway](https://realalpha.app/s/human-labeling-businesses-may-have-a-short-runway/)
  All-In · Jul 11, 2025 · 3 min
  > “the truth is i think there's a very short half-life on human-label data.” — Keith Rabois · [30:08](https://realalpha.app/v/KypnjJSKi4o/?t=1808)
- [The ruling cleared workforce planning, not implementation](https://realalpha.app/s/the-ruling-cleared-workforce-planning-not-implementation/)
  All-In · Jul 11, 2025 · 3 min
  > “this EO is only approved to allow for the planning. I think the vote might be closer.” — Keith Rabois · [1:19:37](https://realalpha.app/v/KypnjJSKi4o/?t=4777)

## Also from this interview

- [Compute-first learning is overtaking human-engineered AI](https://realalpha.app/s/compute-first-learning-is-overtaking-human-engineered-ai/)
  All-In · Jul 11, 2025 · 8 min
  > “you're always better off when you're trying to solve an AI problem taking a general learning approach that can scale with computation” — Chamath Palihapitiya · [21:37](https://realalpha.app/v/KypnjJSKi4o/?t=1297)
- [AI browsers may be a costly detour from better products](https://realalpha.app/s/ai-browsers-may-be-a-costly-detour-from-better-products/)
  All-In · Jul 11, 2025 · 8 min
  > “I think building a browser is an absolutely stupid capital allocation decision.” — Chamath Palihapitiya · [52:17](https://realalpha.app/v/KypnjJSKi4o/?t=3137)
- [Super PACs can now fund campaign ground operations](https://realalpha.app/s/super-pacs-can-now-fund-campaign-ground-operations/)
  All-In · Jul 11, 2025 · 6 min
  > “it allowed super PACs to do a lot more than just run ads.” — Chamath Palihapitiya · [1:08:22](https://realalpha.app/v/KypnjJSKi4o/?t=4102)

## The episode

- [Grok 4 Wows, The Bitter Lesson, Third Party, AI Browsers, SCOTUS backs POTUS on RIFs](https://realalpha.app/v/KypnjJSKi4o/) · All-In · Jul 11, 2025