Humanoid Education & Research Software & Algorithm Provider Human-Machine Interaction
Introduction of Helix 2.5: Achieving Zero-Shot Generalization in Humanoid Robotics
Original from figure.ai: Helix 2.5: Zero-Shot 30-Home Generalization

Introduction of Helix 2.5: Achieving Zero-Shot Generalization in Humanoid Robotics

Figure has unveiled Helix 2.5, a groundbreaking neural network designed for humanoid robots. Unlike previous models, Helix 2.5 can autonomously perform tasks in unfamiliar environments without prior data collection. This innovation was tested in 30 homes in the Bay Area, showcasing the robot's ability to execute three complex behaviors: tidying living rooms, folding towels, and making beds.

The significance of Helix 2.5 lies in its ability to generalize learned behaviors across different settings, a challenge that has historically limited robotic applications. By utilizing the Index dataset, which encompasses a wide range of human behaviors, Helix 2.5 achieved a zero-shot success rate of 56%, a substantial improvement from the previous 9%. This advancement indicates a shift towards more adaptable and intelligent robotic systems capable of operating in diverse environments.

Looking ahead, the implications of Helix 2.5's capabilities could transform the landscape of humanoid robotics. While the technology is not yet fully mature, it represents a significant step towards developing robots that can learn from human experiences and apply that knowledge in new scenarios. Future developments will likely focus on expanding the range of tasks and environments in which these robots can operate effectively.

Editor's Note

The introduction of Helix 2.5 marks a pivotal moment in humanoid robotics, emphasizing the importance of adaptability and generalization in robotic systems. As industries increasingly seek automation solutions that can seamlessly integrate into various environments, advancements like these will be crucial for enhancing operational efficiency and reducing the need for extensive retraining.

RobotToday Initiative

Robotics needs a service framework.

RSF defines a common language for robot service capability, lifecycle operations, certification pathways, and service-provider networks.

Share

Related Articles/News

Figure Launches Helix 2.5 Enabling Zero-Shot Humanoid Tasks in 30 Homes

Figure Launches Helix 2.5 Enabling Zero-Shot Humanoid Tasks in 30 Homes

Figure has unveiled Helix 2.5, a neural network that allows its humanoid robot to perform three household tasks across 30 unfamiliar homes without prior data collection or model adaptation. This innovation marks a significant leap in robotic generalization, increasing zero-shot task success from 9% to 56% through Index pretraining, which also reduced task...

AI AI Funding & Investment AI Research & Advances
Key AI Scale-Ups from CEE and the Baltics to Watch in 2026

Key AI Scale-Ups from CEE and the Baltics to Watch in 2026

Central and Eastern Europe is home to several notable AI scale-ups, with the Czech Republic contributing three companies focused on fraud detection, embedded lending, and behavioral biometrics. Poland leads in funding for warehouse robotics and customer intelligence, while Romania, Hungary, Lithuania, and Estonia emphasize cybersecurity and fraud preventi...

AI AI Funding & Investment AI Startups
Figure's Helix 2.5 Demonstrates Home Chore Capabilities in 30 Unique Residences

Figure's Helix 2.5 Demonstrates Home Chore Capabilities in 30 Unique Residences

Figure has unveiled its Helix 2.5 humanoid robot, which successfully completed household tasks such as making beds and folding towels in 30 different homes in the Bay Area. The company reported a completion rate of approximately 56% for full-task trials, showcasing the robot's ability to adapt to unfamiliar environments without requiring new training data...

Figure Artificial Intelligence helix
Robotics Sector Secures $4.87 Billion in Funding During August 2026

Robotics Sector Secures $4.87 Billion in Funding During August 2026

In August 2026, robotics companies raised $4.87 billion through 162 financial transactions, as reported by The Robot Report. This figure represents disclosed funding, while the total funding amount is likely higher due to undisclosed transactions. China was the leading contributor, securing approximately $2.44 billion, which constitutes nearly half of the...

Analysis eBooks Financial
KIST President Envisions South Korea as a Major Player in Humanoid Robotics

KIST President Envisions South Korea as a Major Player in Humanoid Robotics

Oh Sang-rok, president of the Korea Institute of Science and Technology (KIST), stated that South Korea has the potential to become a significant force in AI humanoids, joining the United States and China. During a public research briefing on September 17 in Seoul, he emphasized the importance of formulating the right strategy to achieve this tripartite b...

South Korea kapex Europe
SkyDrive and Verty Collaborate for eVTOL Commercial Operations in South Korea by 2028

SkyDrive and Verty Collaborate for eVTOL Commercial Operations in South Korea by 2028

Japanese eVTOL developer SkyDrive has entered into a partnership with South Korea’s Verty to facilitate commercial Advanced Air Mobility (AAM) operations in South Korea. The collaboration includes a memorandum of understanding focused on the introduction of SkyDrive’s three-seat SD-05 aircraft, with a target for commercial deployment by 2028. This partner...

Drone News Drone News Feeds Drones in the News
Odyssey Launches Odyssey-3 World Model for Robots, Humanoids, and Drones

Odyssey Launches Odyssey-3 World Model for Robots, Humanoids, and Drones

Odyssey has unveiled Odyssey-3, a versatile world model designed to control robots, humanoids, autonomous vehicles, and drones using a unified AI system. This autoregressive diffusion transformer is trained on a diverse set of visual observations, allowing it to adapt with minimal task-specific data. The model has been pre-trained to understand physics, m...

AI AI Funding & Investment Robotics
Agility Robotics Launches Digit 5 Humanoid Amidst Over $300 Million in Orders

Agility Robotics Launches Digit 5 Humanoid Amidst Over $300 Million in Orders

Agility Robotics has introduced Digit 5, the newest version of its humanoid robot, as it announces over $300 million in multi-year customer orders. This significant milestone comes as the company gears up for a public listing, highlighting its growth and market demand. The launch of Digit 5 is crucial as it enhances Agility's existing commercial platform,...

Humanoids News Agility Arc
York University Develops CBS Algorithm to Enhance Humanoid Robot Depth Perception

York University Develops CBS Algorithm to Enhance Humanoid Robot Depth Perception

Researchers from York University have introduced the Convergent Binocular Stereo (CBS) algorithm to improve depth perception in humanoid robots. This innovative approach utilizes the movement of the robot's eyes, allowing them to converge on a target while calculating depth based on camera orientation and disparities in the images. This method significant...

Humanoid Robots Vision Systems Depth Perception
Humanoid Robots Transition from Demonstrative Tasks to Real-World Deployment

Humanoid Robots Transition from Demonstrative Tasks to Real-World Deployment

Recent advancements in humanoid robotics highlight the shift from mere demonstrations to practical deployment in various environments. Unlike robots that can perform a single impressive task, modern systems are designed to execute thousands of cycles, recover from exceptions, and coexist with humans. This evolution is crucial for integrating robots into e...

DeepCybo Releases PhysBrain 1.5 with 72.5 Average on 28 Benchmarks as Open Source

DeepCybo Releases PhysBrain 1.5 with 72.5 Average on 28 Benchmarks as Open Source

DeepCybo has announced the open-source release of PhysBrain 1.5, achieving an impressive average score of 72.5 across 28 public embodied benchmarks. This model, which features both 2B and 8B parameters, is designed to enhance unified understanding, action, and future-state token capabilities, alongside an evaluation kit. The significance of this release l...

Rui Erman Establishes Data Training Facility in Changzhou with 150 Robots Generating 2GB Data Per Minute

Rui Erman Establishes Data Training Facility in Changzhou with 150 Robots Generating 2GB Data Per Minute

Rui Erman has launched a data training facility in Changzhou, equipped with 150 robots capable of generating 2GB of raw data per minute. This facility features two main areas: a basic motion training zone for fundamental robotic actions and a scenario application area designed for diverse operational contexts such as home, industrial, and retail environme...

Data Collection Robotics Machine Learning

Related Suppliers

Figure AI

American humanoid robotics company developing autonomous general-purpose robots powered by vision-language-action AI models.

UAS Nexus

US drone manufacturer and members-only Syndicate marketplace offering NDAA-compliant UAS components and its own Platform One modular attritable drone ecosystem.

e-con Systems

India embedded vision and OEM camera maker founded 2003, supplying MIPI, USB, GigE, ToF, and stereo cameras for robotics, medical, and industrial use.

Mytra

US warehouse robotics company based in Brisbane, CA, deploying Helix-design bots that lift 3,000 lbs in slotless, software-defined ASRS up to 80 ft tall.

Copperstone Technologies

Canadian robotics company producing autonomous amphibious robots for hazardous industrial and mining environments.

Robot Manufacturer Autonomous Vehicle / UGV

Boardwalk Robotics

Pensacola-based humanoid robotics company developing Alex, a 19-DOF legless upper-torso humanoid for manufacturing and logistics.

Cyborg Robotics Saibo Ge Jiqiren

Shenzhen humanoid robot maker focused on embodied intelligence for hazardous industry; produces full-size biomimetic humanoids and dexterous hands.

Jiying Technology 芨影科技

China-based AI company known for Jiying 2.0, a zero-shot generalizable physics foundation model launched in July 2026 for engineering simulation.

Physical Intelligence

San Francisco AI startup developing generalist robot foundation models (pi0 series) to control any robot for any task via Vision-Language-Action architecture.

Encord

London-based AI data platform for physical AI teams — annotate, curate, and evaluate multimodal datasets for robots and autonomous systems.

Pix4D Pix4D

Swiss photogrammetry software spun out of EPFL 2011; converts drone imagery into 2D maps and 3D models for survey, agriculture, and construction.

Flexion Robotics

Swiss startup building a hardware-agnostic AI autonomy stack for humanoid robots using simulation and reinforcement learning.

inJoin the RobotToday community on LinkedIn

Daily robotics news, in-depth analysis, conference highlights, and discussions with professionals worldwide.