GPT-6.1 Terra scores 28.1% on agentic WeirdML v3, matching Claude Fable 5.1 at lower cost

scaling01 · x · 2026-10-29

WeirdML v3 has launched: a fully agentic benchmark with 11 hand-made complex tasks where models must explore unfamiliar data and build ML/data-analysis pipelines under unspecified goals and very limited feedback.

Latest results show GPT-6.1 Terra (xhigh) at 28.1%, comparable to Claude Fable 5.1: Terra is more token-efficient while Fable achieves a higher final score. The chart shows Terra's official score at 28.1%, final best 40.4%, cost per run $2.86, running on Codex CLI v0.164.0 across 98 valid runs. The author notes Terra is much cheaper than any comparable models.

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