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沙盒直譯器留住中間資料:20 步研究從 128K 壓到 30K tokens;Ultra 以 $300/千次拿到 70%,勝過 GPT-5.4。
Sandboxed Python keeps a 20-step research task under 30K tokens instead of 128K; Parallel's Ultra scores 70% on DeepSearchQA at $300 per 1K requests.