Tim O'Reilly Urges 3-Level AI Adoption Playbook at Ai4 2026

2 articles · Updated · O'Reilly Media · Sep 18

At Ai4 2026, Tim O'Reilly said AI strategy succeeds less through model choice than through reorganizing workflows, data and incentives so companies can move from AI-assisted work to AI-native operations.
Trail of Bits' experience underpins that argument: CEO Dan Guido said only 5% of staff initially embraced the shift, while 70% went through the motions and 20% actively resisted it.
A 3-level capability ladder, hackathons every 2 months and a shared company-wide repository helped turn experimentation into reusable systems, with progress measured by employee movement up the ladder rather than shipped code.
O'Reilly said the approach answers Richard Sutton's 'bitter lesson' that compute scale beats handcrafted expertise, while still treating human judgment as the differentiator that lets firms use AI on bigger problems.