Figure’s Helix 2.5 Generalizes Household Robot Tasks Zero-Shot Across 30 Homes
Summary
Figure releases Helix 2.5, an AI model that enables robots to generalize household tasks zero-shot across 30 homes without additional training.
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Cached at: 09/17/26, 07:50 PM
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Helix 2.5 (2 minute read)
Figure released Helix 2.5, a humanoid control model that performed household tasks zero-shot across 30 homes using pretrained data.
Figure.ai just released a full 4-hour video showcasing their humanoid working in 30 new homes without requiring any additional training
Figure.ai released a 4-hour video demonstrating their Helix 2.5 humanoid robot working in 30 new homes without any additional training, showcasing its generalization capabilities.
Helix 2.5: Zero-Shot 30-Home Generalization
A critique of Figure's Helix 2.5 robot, challenging its zero-shot generalization claims by pointing out high failure rates in trials and limited real-world applicability in demos.
@rohanpaul_ai: Figure may have found a scaling rule for robot pretraining: keep the model and task training fixed, add more Index data…
Figure has discovered a scaling rule for robot pretraining where adding more human behavior data predictably reduces action-prediction loss, similar to LLM scaling principles. Their Helix 2.5 model achieved over sixfold improvement in zero-shot household task success across unseen environments.
@adcock_brett: If you want to watch something really boring: here's 4 hours of our humanoid doing zero-shot work across 30 rental homes
Figure's humanoid robot Helix 2.5 demonstrates zero-shot learning by performing tasks across 30 rental homes without additional training.