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Maybe a party-pooper but: A dozen 120B models later, and GPTOSS-120B is still king

Reddit r/LocalLLaMA / 4/3/2026

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Key Points

  • The post argues that GPTOSS-120B stands out among open 120B-scale models, citing reliability and consistent performance across many test runs.
  • It claims the model never fails at tool calling and does not “walk in place” by consuming the entire context, implying strong instruction-following and functional behavior.
  • The author asserts GPTOSS-120B maintains speed and does not slow down even with longer prompts, suggesting stable latency characteristics regardless of the underlying serving backend.
  • It further claims the model never misses any content within its context window, emphasizing strong long-context retention.
  • Overall, the post frames GPTOSS-120B as a durable, production-friendly “king” model for local/open use cases, despite the author’s stated skepticism toward OpenAI.
  • Never consumes entire context walking in place.
  • Never fails at tool calling.
  • Never runs slow regardless the back-end.
  • Never misses a piece of context in its entire window.
  • Never slows down no matter how long the prompt is.

As much as I despise OpenAI, I believe they've done something exceptional with that model. This is the Toyota Tacoma of open models and I see myself using it a 500K more miles.

submitted by /u/ParaboloidalCrest
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