Human-Behavior Pretraining Boosts Robot Task Success from 9% to 56%

Figure's Helix/Index results show that pretraining on human behavioral data lifts zero-shot full-task success from 9% to 56% in home settings—a more than sixfold gain, though still short of household-ready reliability.

2026-09-18 ~ 2026-09-19 · 3 related posts

• Pretraining on Human Behavior Reportedly Boosts Task Success from 9% to 56% — Dr_Singularity · 2026-09-18
• Human-behavior pretraining boosts robot task success from 9% to 56% — Dr_Singularity · 2026-09-18
• Figure's humanoid completes 56% of zero-shot household trials, up from 9% — VraserX · 2026-09-19