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by HereBePandas 208 days ago
Not apples-to-apples. "Codex CLI (GPT-5.1-Codex)", which the site refers to, adds a specific agentic harness, whereas the Gemini 3 Pro seems to be on a standard eval harness.

It would be interesting to see the apples-to-apples figure, i.e. with Google's best harness alongside Codex CLI.
2 comments
Palmik 208 days ago
All evals on Terminal Bench require some harness. :) Or "Agent", as Terminal Bench calls it. Presumably the Gemini 3 are using Gemini CLI.

What do you mean by "standard eval harness"?

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lucassz 208 days ago
I think the point is that it looks like Gemini 3 was only tested with the generic "Terminus 2", whereas Codex was tested with the Codex CLI.
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enraged_camel 208 days ago
Do you mean that Gemini 3 Pro is "vanilla" like GPT 5.1 (non-Codex)?
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HereBePandas 208 days ago
Yes, two things: 1. GPT-5.1 Codex is a fine tune, not the "vanilla" 5.1 2. More importantly, GPT 5.1 Codex achieves its performance when used with a specific tool (Codex CLI) that is optimized for GPT 5.1 Codex. But when labs evaluate the models, they have to use a standard tool to make the comparisons apples-to-apples.

Will be interesting to see what Google releases that's coding-specific to follow Gemini 3.

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embedding-shape 208 days ago
> But when labs evaluate the models, they have to use a standard tool to make the comparisons apples-to-apples.

That'd be a bad idea, models are often trained for specific tools (like GPT Codex is trained for Codex, and Sonnet has been trained with Claude Code in mind), and also vice-versa that the tools are built with a specific model in mind, as they all work differently.

Forcing all the models to use the same tool for execution sounds like a surefire way of getting results that doesn't represent real usage, but instead arbitrarily measure how well a model works with the "standard harness", which if people start caring about, will start to become gamed instead.

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