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 ↓