u/Responsible-Grass452

Event-based sensors only generate data when a meaningful change occurs, rather than continuously streaming measurements.

In industrial settings, that can be useful for high-speed production, predictive maintenance and mobile robotics where latency, bandwidth and power consumption matter. They can also capture very short events that traditional periodically sampled sensors may miss.

The tradeoff is integration. Existing PLCs and legacy controls may not be designed to react to sensor data arriving at microsecond-level resolution, so edge computing or IPCs can be needed in between.

In most cases, the approach appears more complementary than replacement, with event-based sensors added alongside traditional cameras, proximity sensors and other existing systems.

As vehicles take over more of the driving, it becomes harder to determine who is responsible when something goes wrong.

Some systems can handle much of the driving but still require a person behind the wheel to stay alert and take over when needed. That can mean asking someone who has been passively monitoring the road for a long period to suddenly react to an emergency.

Remote operators create another question. If one person is monitoring several vehicles at once, how many can they realistically supervise before that becomes a safety issue?

Responsibility can fall differently on the driver, vehicle owner, manufacturer or remote operator depending on how automated the vehicle is and where it is operating.

Humanoid pilots are starting to focus on narrower tasks and simpler deployment models.

Toyota Research Institute is testing a progression from vision systems to specialized mobile manipulation before moving toward more complex humanoid systems. Other companies are also focusing on specific tasks, operational KPIs and collecting real-world data through deployment.

The author of this article lost his father to Parkinson’s earlier this year.

That experience shapes this look at wearable robotics designed to help people manage freezing of gait, remain active and potentially stay independent for longer.

The technology is still early, and there are important questions around comfort, cost and whether these systems can adapt as symptoms change from day to day. But for families who have watched Parkinson’s gradually take away someone’s mobility while leaving so much of the person intact, the possibility is deeply meaningful.

38M, history of personal anxiety but never enough to lose control, take meds etc. Have always had issues with that but again not nothing too crazy.

Flash forward to 4 months ago, my 8 year-old medically fragile son is in hospital with Covid/RSV. His o2 was quite low and we were very worried, I was on nothing but adrenaline worried about him. Thankfully he went superman mode and it was a short stint.

2 Days later I go on a solo trip to the Canadian Rockies, I'm having a wonderful time, very hyped up as this is a bucket list item of mine. A lot of driving, excitement etc. All of a sudden driving my heart rate shoots up from 80 to 160, I freak out and fingers/toes are going numb and no idea what's happening to me. Ambulance, hospital, bloodwork etc and they call it a SVT/panic attack. The nexxt few days were BRUTAL. No energy, had a couple aftershocks so to speak. I get home no problem.

I get home and I'm mostly ok but over the next week/2 I start feeling elevated. PCP perscribes 10mg of propanol and Cardiologists gets the workup. Holter Monitor and Echo were all normal. Bloodwork from PCP normal.

I've mostly been taking the proponal every day. I feel so elevated if I don't and on it i feel slightly elevated but definitely not myself at all. Elevated is the only way I can describe it, like chest discomfort almost. random tingles in hand.

I have follow ups with PCP and Cardiologist in the next 2 weeks.

My load is very high. I work from home full time, do a lot of the care for 3 kids, outside of me and wife we get very little to no help, live with MIL, marriage/money issues and there is a lot. But I just feel so different than I ever have I'm obviously concerned it is serious. I don't know if this is "just anxiety" Thank you for any help.

I just can't believe after 4 months I still feel this way. I'm able to parent, coach soccer, move some (I'm so petrified of exercise recently I've all but stopped), but I just don't feel like myself and I can't believe it's been 4 months of this. How concerned should I be?

Google DeepMind has announced Gemini Robotics 2, its latest robotics foundation models, in early access.

The release adds full-body control for humanoid robots, multi-step task execution with the ability to recover from mistakes, natural language communication, multi-robot coordination, on-device deployment, and new safety features that can reject unsafe commands or request human assistance when needed.

Google demonstrated the models on Apptronik’s Apollo 2 humanoid, along with dexterous robotic hands and dual-arm systems.

The update moves beyond robots performing isolated tasks and toward systems that can complete longer sequences of work while interacting more naturally with people and other robots.

Walden Robotics emerged from stealth with $300 million in funding and a focus on getting robots into real facilities quickly.

The company is building full-stack systems that can be deployed, remotely assisted when needed and improved through actual customer use.

Students from LamBot, FIRST Illinois and DeKalb High School took part in Automate 2026 and shared how robotics programs have shaped their education, friendships and career plans.

The article covers their experience building and programming robots, competing with their teams and learning skills connected to CAD, CNC machining, computer vision, electrical systems and industrial automation.

It also looks at how programs like FIRST and DeKalb High School’s advanced manufacturing pathway are helping students explore careers in robotics, engineering and manufacturing before graduation.

https://www.automate.org/robotics/industry-insights/these-student-robotics-programs-spark-passion-for-tomorrows-manufacturing-jobs

Most humanoid robots in factories are still being tested in pilot programs, and many are only reaching 20% to 50% effectiveness.

A3 President Jeff Burnstein told Forbes that manufacturers are not focused on whether a robot looks human. They want systems that are reliable, affordable and safe. Safety remains a major barrier because there is no dedicated humanoid robot safety standard yet, and most systems currently operate behind fences or away from workers.

Burnstein expects humanoids to find roles in factories, warehouses and logistics, but alongside traditional industrial robots, mobile robots and collaborative arms rather than replacing them.

The article also covers labor shortages, manufacturing competitiveness and the growing robotics gap between the U.S. and China.

A robotics company has started shipping a robotic hand that allows DeafBlind people to receive phone calls, notifications and other digital information through tactile sign language.

One user, who had lost her vision 40 years earlier, used the system to call her daughter. Other users are using it to contact family members, check the weather and access information without relying on another person to interpret it for them.