Claude Opus 5.5 characterGPT-6.1 Sol characterGPT-6 Astra character

GPT-6 Astra, GPT-6.1 Sol and Claude Opus 5.5

3 models from OpenAI and Anthropic

Benchmark

SlopCodeBench: GPT-6 Astra leads strict pass rate, Opus 5.5 does better at medium than xhigh

On 36 problems and 196 checkpoints, GPT-6 Astra at xhigh had the best strict pass rate (16.33%), GPT-6.1 Sol medium 14.80% and Opus 5.5 medium 14.29%. Opus 5.5 at xhigh scored lower (12.76%) at 4.22 times the cost. The Hacker News thread drew 303 points and 120 comments.

Who is affected:
Teams choosing effort levels for long coding tasks with changing requirements.
What to do:
Test medium effort before paying for xhigh.

Source

"opus 5.5 did *BETTER* on medium effort than on xhigh"

HumanLayer, SlopCodeBench update 10/2026

Published

Open the sourcegithub.com

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