Dream-1 claims new Pareto frontier for robot control: 16x cheaper, 1.7x faster, 59 vs 48 on RoboDojo

scott_e_reed · x · 2026-10-20

Independent eval by Robocurve ahead of launch puts Dream-1 on a new Pareto frontier for robot control: 16x cheaper and 1.7x faster than the previous best, scoring 59 vs 48 on RoboDojo-RC Tier 1 — the first system above 50. Charts show $0.15 and 1.4 min per task attempt, beating general LLMs (Opus 5.5, Gemini 4 Argon, GPT-6 Astra) and specialized models like MolmoAct2 and GR00T N1.7 across 120 real-world attempts per config. Scott Reed's takeaway: LLMs can plan, but robots still need a cheap, fast, general System 1 to act.

Related event: Independent Evaluation: Dream-1 Is 16x Cheaper and 1.7x Faster in Robot Control(2 posts)→

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