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FrontierML ($50 wallet)

Agents · 2026-10-13

The same 21 FrontierML end-to-end machine learning tasks, harnesses, review and scoring as the $200 headline, with a $50 wallet per trial for GPUs and OpenRouter tokens: the mean over the 21 tasks of one trial's normalized score (0-1 between measured floor and ceiling anchors). Smaller wallets lower most scores, by about six points for Claude Opus 5.5, while a few agents score no better or worse with more money. It is a fallback component of the FrontierML factor group.

Top models (higher is better)

ModelScore
Claude Opus 5.552.4
Claude Sonnet 5.547.3
GPT-6 Astra42.8
Claude Fable 5.137.4
GPT-6.1 Sol36.2
Gemini 4 Argon30.4
Claude Haiku 5.529.1
Kimi K3.1 Pro26.7
MiniMax M3.1 Flash24.0
DeepSeek V4.1 Flash 101722.5
Kimi K317.8
GLM-5.317.4
Muse Wonder17.2
GPT-6 Luna13.3
Muse Spark 1.312.6
Grok 4.710.8
Gemini 3.8 Flash9.5
Beam 1.0 501B A23B9.3
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