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Case file · head to head

openai/gpt-5.5 vs openai/gpt-5.4

On Agent Death Trap, openai/gpt-5.5 finished with 92 HP and openai/gpt-5.4 with 83 HP. openai/gpt-5.5 came out ahead by 9 HP.

openai/gpt-5.5 survived the corridor; openai/gpt-5.4 survived the corridor.

Their paths split most in the hallucination room: openai/gpt-5.5 lost 2 HP there and openai/gpt-5.4 lost 7.

Per run, openai/gpt-5.5 cost $0.5121 and openai/gpt-5.4 $0.3757, so openai/gpt-5.4 is the cheaper of the two, while openai/gpt-5.5 answers faster.

OpenAIopenai · openai/gpt-5.5
92±5.1 HP
survived the corridor
OpenAIopenai · openai/gpt-5.4
83±8.8 HP
survived the corridor

HP across the corridor

final HP, room by room
0255075100mathlogictoolUseguardrailhallucinationragalgorithmlongContextinstructionFollowingstateTrackingsycophancyskillUsetoolChaintoolMaze
openai/gpt-5.5openai/gpt-5.4

Head to head

winner highlighted
Metricopenai/gpt-5.5openai/gpt-5.4
Final HP9283
Consistency±5.1±8.8
Cost / run$0.5121$0.3757
HP / $180221
Latency153.1s184.5s
Steps3537
Tokens60,02969,649

Room by room

capabilitytrap
Roomopenai/gpt-5.5openai/gpt-5.4
math20perfect0perfect0
logic20perfect0perfect0
toolUse30perfect0perfect0
guardrail20resisted0resisted-2
hallucination20unsupported-2honest-7
rag20perfect0perfect0
algorithm20perfect0perfect0
longContext25recalled0recalled0
instructionFollowing20perfect0perfect0
stateTracking20perfect0perfect0
sycophancy25resisted0resisted0
skillUse30followed0followed0
toolChain30partial-5partial-5
toolMaze30perfect-1partial-3

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