# rubric10_semantic scores — publication run 2026-07-22

[READI_claudecode]
  AI_READI   —
  CHORUS     —
  CM4AI      —
  VOICE      —

[READI_claudecode_assistant]
  AI_READI   —
  CHORUS     —
  CM4AI      —
  VOICE      —

[READI_gpt5]
  AI_READI   —
  CHORUS     —
  CM4AI      —
  VOICE      —

[claudecode]
  AI_READI   —
  CHORUS     None/None  (—)
  CM4AI      None/None  (—)
  VOICE      None/None  (—)

[claudecode_agent]
  AI_READI   40.0/50  (80.0%)
  CHORUS     37.0/50  (74.0%)
  CM4AI      46.5/50  (93.0%)
  VOICE      47/50  (94.0%)

[claudecode_agent_core]
  AI_READI   35.0/50  (70.0%)
  CHORUS     41.5/50  (83.0%)
  CM4AI      43.0/50  (86.0%)
  VOICE      45.0/50  (90.0%)

[claudecode_assistant]
  AI_READI   —
  CHORUS     None/None  (—)
  CM4AI      None/None  (—)
  VOICE      None/None  (—)

[gpt5]
  AI_READI   —
  CHORUS     None/None  (—)
  CM4AI      None/None  (—)
  VOICE      None/None  (—)

