NEUROBATIC22 OCTOBER 2026 · INDUSTRY SNAPSHOT
The next frontier is dependable work.
Physical AI is advancing. For households and businesses, the useful question is how a system performs across complete tasks, unfamiliar environments and months of service. This October review looks at three recent primary-source developments.
01 · Generalization is improving
On 17 September, Figure reported that Helix 2.5 completed three types of household tasks in 30 unseen homes with 56% success, compared with 9% without Index pretraining. These are Figure’s reported test results. The remaining failures matter as much as the improvement.
Our interpretation: a household pilot should log complete-task success, interventions and recovery—not only show a successful clip. Read Figure’s research ↗
02 · Data quality becomes infrastructure
Figure introduced Index on 25 August as a pipeline for human-demonstration data. Diverse examples may help robots transfer skills, but provenance, participant consent and evaluation quality remain important.
Our interpretation: design data governance alongside learning systems. Read the Index announcement ↗
03 · Plan for the entire robot lifecycle
On 30 September, Figure announced retiring its F.02 fleet as its newer platform expanded. Rapid hardware change makes maintenance, spare parts, replacement and end-of-life terms practical buying questions.
Our interpretation: compare service coverage and lifecycle cost alongside capability. Read the lifecycle announcement ↗
Watch the original demonstrations
Figure logistics demonstration, linked by Figure ↗ · Boston Dynamics Atlas playlist ↗
External demonstrations and research belong to their publishers. They are not Neurobatic performance claims or partnership announcements.
2026年10月22日 · 行业观察
下一阶段，是可靠地完成工作。
具身智能持续进步。对家庭与企业而言，关键是系统能否在完整任务、陌生环境与长期服务中稳定运行。本期回顾三项近期原始来源进展。
01 · 泛化能力进步
Figure于9月17日报告，Helix 2.5在30个未见家庭中执行三类任务，完整任务成功率为56%，未进行Index预训练的对照组为9%。这是Figure公布的测试结果。失败情况与进步幅度同样值得关注。
我们的判断：家庭试点应记录完整任务成功率、人工干预与恢复过程，而非仅展示成功片段。
02 · 数据质量成为基础
Figure于8月25日介绍人类示范数据计划Index。多样样本有助于技能迁移，同时须关注数据来源、参与者同意与评估质量。我们的判断：数据治理应与学习系统同步设计。
03 · 规划完整生命周期
Figure于9月30日宣布退役F.02机队。快速迭代让维护、备件、更换及报废条款成为实际采购问题。我们的判断：评估能力时，也应比较服务覆盖与全生命周期成本。
上方链接提供原始来源与官方视频。第三方演示不代表灵动天工的产品能力或合作关系。
What this means for Neurobatic · 对灵动天工的意义
Our 2028–2030 service roadmap starts with defined tasks, measurable pilots and human oversight. Explore the right deployment path for your home, business or factory.
2028–2030年服务路线，从明确任务、可衡量试点与人工监督开始。探索适合家庭、企业与工厂的部署路径。
