- TLDR
- Dan Shipper argues product teams should separate frontier exploration into tiny labs, discard most experiments, and move repeatable winners through a research pipeline.
- Best for
- Product leaders balancing AI experiments with roadmap delivery.
- The tip
- Run a one-person lab, dogfood experiments, and hand only proven winners to the product team.
- What you need
- One frontier-focused operator
- Real internal work to test against
- A weekly experiment pipeline review
- Start here
- Name the early adopter who will run the lab.
- Choose one real workflow to dogfood.
- Review usage and promote only repeatable winners.
- Filed note
- Dan Shipper's case for a one- or two-person AI lab that runs parallel experiments, dogfoods them, and graduates only repeatable winners into the product.
