# Anthropic Product Team: "Most people throw more tokens at AI to get better re...
Canonical: https://social-archive.org/yena/NiAgvshX9W
Original URL: https://x.com/0xCodila/status/2072804859884064846
Author: codila
Platform: x
## Content
Anthropic Product Team: "Most people throw more tokens at AI to get better results - we tested the opposite - same tokens, different jobs. accuracy jumped from 15% to 90%" 4 jobs for your tokens: execute → do the work advise → check the direction grade → pass or fail against a rubric dream → inspect, learn, write to memory, sharpen next round instead of one AI doing everything - split it into four: one works, one checks, one scores, one learns - same cost, but 5x better bookmark & watch this new guide how to use Claude ↓