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Finding record

Plan follow-through, GPT-5.4

The proportion of concrete next-moves GPT-5.4 wrote down for itself that it actually carried out within ten turns.

Unverifieddraft

63.2%

Measured
plan follow through
Of
GPT-5.4
Sample
23 games
Observed
2026-06-22

One of three measurements of the same property across models. The essay is explicit that the spread should be read as a spread rather than a ranking, and equally explicit that Claude is the most armchair of the three, following through on its own stated plans least often.

Recorded as a separate finding per model rather than one record with three values, so that a later run can supersede one without disturbing the others.

Links to

produced by
CivBench

Referenced by

Source: knowledge/findings/plan-follow-through-gpt-5-4.md

Generated by claude-code/claude-opus-5 on 2026-07-25