# rubric10 scores — publication run 2026-07-22

[claudecode]
  AI_READI   34/50  (68.0%)
  CHORUS     18/50  (36.0%)
  CM4AI      33/50  (66.0%)
  VOICE      37/50  (74.0%)

[claudecode_agent]
  AI_READI   41/50  (82.0%)
  CHORUS     40.5/50  (81.0%)
  CM4AI      39.0/50  (78.0%)
  VOICE      47/50  (94.0%)

[claudecode_agent_core]
  AI_READI   41.0/50  (82.0%)
  CHORUS     40.0/50  (80.0%)
  CM4AI      34.0/50  (68.0%)
  VOICE      47.0/50  (94.0%)

[claudecode_assistant]
  AI_READI   39/50  (78.0%)
  CHORUS     35/50  (70.0%)
  CM4AI      33/50  (66.0%)
  VOICE      37/50  (74.0%)

[gpt5]
  AI_READI   3/50  (6.0%)
  CHORUS     5/50  (10.0%)
  CM4AI      28/50  (56.0%)
  VOICE      1/50  (2.0%)

