Robot Manufacturer Mobile Robot (AGV/AMR) Collaborative Humanoid Human-Machine Interaction Perception & Vision Control & Software Systems Education & Research
Exploring the Impact of Manipulated Inputs on Robot Safety Functions
Original from RoboticsBusinessReview.com: Your Robot’s Safety Functions Already Work. What If the Input Lies?

Exploring the Impact of Manipulated Inputs on Robot Safety Functions

VicOne LAB R7 investigates how manipulated inputs can affect robot behavior and safety. Mobile robots, collaborative arms, and humanoids rely on accurate environmental data to function safely. When inputs are incorrect, whether due to faults or deliberate manipulation, robots may respond inappropriately, raising concerns about safety protocols.

Understanding the implications of these findings is crucial for safety and security teams. Research indicates that adversarial inputs can lead to unintended robot actions, as demonstrated in various tests involving vision-language-action models and audio manipulation. These studies highlight the need for robust safety assessments that account for both accidental faults and deliberate cyber threats.

Looking ahead, organizations must evaluate their safety measures to ensure they can detect manipulated inputs effectively. The potential for attackers to exploit vulnerabilities in robot systems necessitates a reevaluation of risk assessments and safety protocols. No further timeline was disclosed at the time of publication.

Editor's Note

The intersection of robotics and cybersecurity is increasingly critical as robots become more integrated into various environments. Understanding how manipulated inputs can compromise safety functions is essential for manufacturers and operators. This research underscores the importance of developing resilient systems that can withstand both accidental faults and intentional attacks.

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

Public Safety Drone Review Features Matt Rybar on October 6 Discussion

Public Safety Drone Review Features Matt Rybar on October 6 Discussion

The Public Safety Drone Review webcast will feature Matt Rybar, Founder and President of the Michigan Drone Association, on October 6. This monthly program unites leaders from the public safety drone community to discuss technologies, policies, and operational strategies that influence emergency response. Matt Rybar brings extensive experience in law enfo...

Drone News Featured – Safety and Security News
K&co Launches PHYSICAL AI LAB to Promote Physical AI Implementation in Japan

K&co Launches PHYSICAL AI LAB to Promote Physical AI Implementation in Japan

On September 30, 2026, K&co launched the PHYSICAL AI LAB, a platform aimed at promoting the implementation of physical AI in Japan. The initiative seeks to enhance Japan's industrial competitiveness by disseminating knowledge about physical AI and training personnel responsible for its societal integration. The significance of this platform lies in its fo...

Singapore's HTX Launches Humanoid Robotics Centre Aiming for 2028 Public Safety Deployment

Singapore's HTX Launches Humanoid Robotics Centre Aiming for 2028 Public Safety Deployment

Singapore’s Home Team Science and Technology Agency (HTX) has inaugurated the Home Team Humanoid Robotics Centre (H2RC) on September 30, with the objective of deploying a humanoid robot in a public safety role by 2028. The centre will focus on developing capabilities for various public-safety missions, including hazardous-material containment and contraba...

HTX Singapore
Tangent Robotics Secures $4.5 Million to Enhance Robot Hands with Fine Motor Skills

Tangent Robotics Secures $4.5 Million to Enhance Robot Hands with Fine Motor Skills

Tangent Robotics has successfully raised $4.5 million in pre-seed funding aimed at developing dexterous robot hands tailored for manufacturing applications. The funding round was co-led by Fly Ventures and Toyota Ventures, with additional participation from Logos Fund and Sparked Ventures, as announced on September 30. The company, which emerged from Colu...

US Tangent Robotics
Ecorobotix Achieves 84% Reduction in Spray Volume with ARA Spot Sprayer in Field Trial

Ecorobotix Achieves 84% Reduction in Spray Volume with ARA Spot Sprayer in Field Trial

Ecorobotix has announced significant results from a field trial of its ARA spot sprayer conducted at Oregon State University’s Hyslop Research Farm. The trial demonstrated an impressive 84% reduction in spray volume compared to traditional broadcast applications, utilizing glyphosate specifically on detected weeds in a tall fescue crop grown for seed. Thi...

Smart farming glyphosate spot spraying
Pegasus Drone Achieves 46-Mile Flight on Single Lithium-Sulfur Battery Pack

Pegasus Drone Achieves 46-Mile Flight on Single Lithium-Sulfur Battery Pack

A drone with a wingspan of five meters, named Pegasus, successfully flew for nearly two hours in Queensland, powered by a single lithium-sulfur battery pack. During its trial, it covered over 75 kilometers (approximately 47 miles) while still retaining power reserves. This achievement signifies a significant advancement in alternative battery technologies...

Innovation Transportation
Tangent Robotics Secures $4.5M Pre-Seed Funding for Advanced Robot Hand Development

Tangent Robotics Secures $4.5M Pre-Seed Funding for Advanced Robot Hand Development

Tangent Robotics has successfully raised $4.5 million in pre-seed funding, led by Fly Ventures and Toyota Ventures, to enhance robotic manipulation systems aimed at high-precision industrial tasks. The funding will support the development of robot hands, light-based touch sensing, and motor learning technologies, which are essential for tasks such as asse...

AI AI Funding & Investment Physical AI
Innodata Launches Motion-Capture Lab to Enhance Humanoid Robot Training Data

Innodata Launches Motion-Capture Lab to Enhance Humanoid Robot Training Data

Innodata Inc. has inaugurated a new laboratory dedicated to capturing motion data essential for training humanoid robots. This facility aims to address the critical shortage of real-world interaction data that robotics teams face, as highlighted by CEO Rahul Singhal. The lab will also validate the performance data generated by robots, streamlining the dev...

Artificial Intelligence Artificial Intelligence / Cognition Humanoids
ANSI/A3 R15.08-3-2026 Safety Standard for Industrial Mobile Robots Released

ANSI/A3 R15.08-3-2026 Safety Standard for Industrial Mobile Robots Released

The Association for Advancing Automation (A3) has released ANSI/A3 R15.08-3-2026, the final part of the three-part safety standard for industrial mobile robots (IMRs). This standard focuses on the day-to-day operation, risk assessment, and management of changes related to IMR applications. The introduction of this standard is significant as it provides co...

Caltech's Aaron Ames Emphasizes Safety as Key Concern for Humanoid Robots

Caltech's Aaron Ames Emphasizes Safety as Key Concern for Humanoid Robots

Roboticist Aaron Ames, director of Caltech's Center for Autonomous Systems and Technologies, has raised significant concerns regarding the safety of humanoid robots. While demonstrations of these robots showcase impressive capabilities such as playing soccer and dancing, Ames argues that safety measures are critically lacking. He believes that without add...

Robotics
Trump and Tech Executives Sign Voluntary Accord for AI Safety Controls

Trump and Tech Executives Sign Voluntary Accord for AI Safety Controls

U.S. President Donald Trump and top tech executives have signed a voluntary agreement aimed at enhancing safety measures for advanced artificial intelligence systems. This accord, reached during a White House meeting, includes leaders from companies like SpaceX, Meta, Anthropic, and Nvidia, and emphasizes self-regulation over government-imposed restrictio...

AI and Robotics Culture
Daedal Systems Secures $4M Funding for Standardized Plasma Diagnostic Systems in Fusion Reactors

Daedal Systems Secures $4M Funding for Standardized Plasma Diagnostic Systems in Fusion Reactors

Daedal Systems, a Toronto-based company, has raised $4.035 million to develop standardized plasma diagnostic systems for fusion reactors. This funding aims to streamline the measurement process, allowing fusion developers to obtain high-quality data without the need to create complex measurement hardware from scratch for each reactor. The significance of ...

Energy

Related Suppliers

Starcloud

Starcloud (founded 2024, Redmond WA) launched Starcloud-1, the first satellite with an Nvidia H100 GPU, targeting gigawatt-scale orbital AI data centers.

DBR77 Robotics

Industrial digital-transformation platform pairing an automation-integrator marketplace with IIoT, Digital Twin and plant-operations software for manufacturers.

Tauro Technologies

US embedded systems design firm offering full turnkey development for robotics, autonomous vehicles, defense, and medical platforms.

Vecow Co., Ltd. 維真資訊股份有限公司

Taiwan-based embedded computing provider specializing in fanless AI edge systems, GPU computing platforms, and robotics compute modules for industrial and.

SITEMA GmbH & Co. KG

Karlsruhe-based specialist manufacturer of safety clamping heads and linear brakes for robot axes and industrial machinery since 1979.

Synapticon GmbH

Schonaich, Germany motion-control maker founded 2012; SOMANET servo drives and SIL3 PLe-rated POSITRON safety software run humanoid and industrial robot joints.

Robot Manufacturer Core Component Supplier System Integrator

Servo7

Amsterdam-based startup building AI-powered multi-purpose warehouse robots for container unloading, palletizing, and case handling, backed by Y Combinator W26.

Manipulation & Grasping Logistics & Supply Chain

Temple Allen Industries

US manufacturer of AI-driven robotic surface preparation systems for aerospace and defense, eliminating manual sanding ergonomic risks.

Wibu-Systems USA

US subsidiary of German Wibu-Systems AG, providing CodeMeter software protection, IP licensing, and embedded security for industrial applications.

Apave

French risk management group founded 1867; 18,500 staff in 60 countries providing inspection, testing, training, certification & consulting.

Industrial Manufacturing Healthcare & Senior Care Logistics & Supply Chain

Skilligent LLC

US software company offering behavior-based AI for autonomous service robots, providing complete software packages and integration services to robot partners.

CogniEdge.ai

CogniEdge.ai is a Physical AI startup whose CEDR framework uses edge AI and biosignals to enable adaptive, empathetic human-robot collaboration.

inJoin the RobotToday community on LinkedIn

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