Metalhead: Black Mirror, Can It Happen?

Before we talk about the events in Metalhead, let’s flashback to when this episode was first released: December 29, 2017

In 2017, Boston Dynamics founder Marc Raibert took the TED conference stage to discuss the future of his groundbreaking robots. His presentation sparked a mix of awe and unease.

Boston Dynamics has a long history of viral videos showcasing its cutting-edge robots, many of which were mentioned during the talk:

Big Dog is a four-legged robot developed by Boston Dynamics with funding from DARPA. Its primary purpose is to transport heavy loads over rugged terrain.

Then there’s Petman, a human-like robot built to test chemical protection suits under real-world conditions. 

Atlas, a 6-foot-tall bipedal robot, is designed to assist in search-and-rescue missions. 

Handle is a robot on wheels. It can travel at 9 mph, leap 4 feet vertically, and cover about 15 miles on a single battery charge.

And then there was SpotMini, a smaller, quadrupedal robot with a striking blend of technical prowess and charm. During the talk, SpotMini played to the audience’s emotions, putting on a show of cuteness. 

In November 2017, the United Nations debated a ban on lethal autonomous weapons, or “killer robots.” Despite growing concerns from human rights groups, no consensus was reached, leaving the future of weaponized AI unclear.

Simultaneously, post-apocalyptic themes gained traction in 2017 pop culture. From the success of The Walking Dead to Blade Runner 2049’s exploration of dystopian landscapes, this pre-covid audience seemed enthralled by stories of survival in hostile worlds, as though mentally preparing for the worst to come. 

And that brings us to this episode of Black Mirror, Episode 5 of Season 4: Metalhead.

Set in a bleak landscape, Metalhead follows Bella, a survivor on the run from relentless robotic “dogs” after a scavenging mission goes awry. 

This episode taps into a long-standing fear humanity has faced since it first began experimenting with the “dark magic” of machinery. Isaac Asimov’s Three Laws of Robotics were designed to ensure robots would serve and protect humans without causing harm. These laws state that a robot must not harm a human, must obey orders unless it conflicts with the first law, and must protect itself unless this conflicts with the first two laws. 

In Metalhead, however, these laws are either absent or overridden. This lack of ethical safeguards mirrors the real-world fears of unchecked AI and its potential to harm, especially in situations driven by survival instincts. 

So, we’re left to ask: At what point does innovation cross the line into an existential threat? Could machines, once designed to serve us, evolve into agents of our destruction? And, most importantly, as we advance technology, are we truly prepared for the societal consequences that come with it?

In this video, we’ll explore three key themes from Metalhead and examine whether similar events have already unfolded—and if not, whether or not it’s still plausible. Let’s go!

Killer Instincts

Metalhead plunges us into a barren wasteland where survival hinges on outsmarting a robotic “dog”. Armed with advanced tracking, razor-sharp senses, and zero chill, this nightmare locks onto Bella, after her supply mission takes a hard left into disaster. 

The robot dog’s tracking systems are similar to current military technologies. Autonomous drones and ground robots use GPS-based trackers and infrared imaging to locate targets. Devices like Lockheed Martin’s Stalker XE drones combine GPS, thermal imaging, and AI algorithms to pinpoint enemy movements even in dense environments or under cover of darkness. 

With AI-driven scanning systems that put human eyesight to shame, it can spot a needle in a haystack—and probably tell you the needle’s temperature, too. Think FLIR thermal imaging cameras, which let you see heat signatures through walls or dense foliage, or Boston Dynamics’ Spot using Light Detection and Ranging (aka Lidar) and pattern recognition to map the world with precision. 

Lidar works by sending out laser pulses and measuring the time it takes for them to bounce back after hitting an object. These pulses generate a detailed 3D map of the environment, capturing even the smallest features, from tree branches to building structures.

One of the most unsettling aspects of the robot in Metalhead is its superior auditory abilities. In the real world, acoustic surveillance technology, such as ShotSpotter, uses microphones and AI to detect and triangulate gunfire in urban areas. While it sounds impressive, its effectiveness is debated, with critics including a study by the University of Michigan pointing to false positives and uneven results. 

Still, technology is quickly advancing in recognizing human sounds, and some innovations are already in consumer products. Voice assistants like Alexa and Siri can accurately respond to vocal commands, while apps like SoundHound can identify music and spoken words in noisy environments. While these technologies offer convenience, they also raise concerns about how much machines are truly able to “hear.”

This is especially true when advanced sensors—whether auditory, visual, or thermal—serve a darker purpose, turning their sensory prowess into a weapon.

Take robotics companies like Ghost Robotics, which have developed machines equipped with sniper rifles, dubbed Special Purpose Unmanned Rifles (SPURs). These machines, designed for military applications, are capable of autonomously identifying and engaging targets—raising profound ethical concerns about the increasing role of AI in life-and-death decisions.

Built for Speed

In this episode, the robot’s movement—fast, deliberate, and capable of navigating uneven terrain—resembles Spot from Boston Dynamics. 

Spot can sprint at a brisk 5.2 feet per second, which translates to about 3.5 miles per hour. While that’s fairly quick for a robot navigating complex terrain, it’s still slower than the average human running speed. The typical human can run around 8 to 12 miles per hour, depending on fitness level and sprinting ability. 

So while Spot may not outpace a sprinter, DARPA’s Cheetah robot can — at least on the treadmill. Nearly a decade ago, a video was released of this robot running 28.3 miles per hour on a treadmill, leaving even Usain Bolt in the dust.

But while the treadmill is impressive, the current record holder for the fastest land robot is Cassie—and she’s got legs for it! Developed by Oregon State University’s Dynamic Robotics Lab, Cassie sprinted her way into the record books in 2022, running 100 m in 24.73 seconds. 

While today’s robots may not yet match the speed, adaptability, and relentless pursuit seen in the episode, the rapid strides in robotics and AI are quickly closing the gap. Like the tortoise slowly gaining ground on the overconfident hare, these technological advances, though not yet flawless, are steadily creeping toward a reality where they might outrun us in ways we hadn’t anticipated.

Charged to Kill

At a pivotal point in the story, Bella’s survival hinged on exploiting the robot’s energy source. By forcing it to repeatedly power on and off, she aims to drain its battery. Advanced machines, reliant on sensors, processors, and actuators, burn through significant energy during startup.

Today’s robots, like Spot or advanced military drones, run on rechargeable lithium-ion batteries. While these batteries offer excellent energy density, their runtime is finite—high-demand tasks like heavy movement or AI processing can drain them in as little as 90 minutes

However, the latest battery innovations are redefining what’s possible and the automotive industry is leading the charge. Solid-state batteries, for example, offer greater capacity, faster charging, and longer lifespans than traditional lithium-ion ones. Companies like Volkswagen and Toyota have invested heavily in this technology, hoping it will revolutionize the EV market.

Self-recharging technologies, like Kinetic Energy Recovery Systems (KERS), are moving from labs to consumer products. KERS, used in Formula 1 cars, captures and stores kinetic energy from braking to power systems and reduce fuel consumption. It’s now being explored for use in consumer and electric vehicles.

Battery innovation is challenging due to several factors. Improving energy density often compromises safety and developing new batteries requires expensive materials and complex manufacturing processes.

Modern robots are pretty good at managing their power, but even the smartest machines can’t escape the inevitable—batteries that drain under intense demands. While energy storage and self-recharging tech like solar or kinetic systems may help, robots will always face the dreaded low-battery warning. After all, as much as we’d love to plug them into an infinite, self-sustaining energy source, the laws of physics will always say, “Nice try!”

Information Flow

When Bella throws paint to blind the robot’s sensors and uses sound to mislead it, her plan works—briefly. But the robot quickly adapts, recalibrating its AI to interpret new environmental data and adjust its strategy. Similarly, when Bella shoots the robot, it doesn’t just take the hit—it learns, retaliating with explosive “track bullets” that embed tracking devices in her body. This intelligent flexibility ensures that, even when temporarily disabled, the robot can still alter its approach and continue pursuing its objective.

In real life, robots with such capabilities are not far-fetched. Modern drone swarms, such as those tested by DARPA, can coordinate multiple drones for collective objectives. In some instances, individual drones are programmed to act as decoys or to deliberately draw enemy fire, allowing the remaining drones in the swarm to carry out their mission.

In October 2016 at China Lake, California, 103 Perdix drones were launched from three F/A-18 Super Hornets. During this test, the micro-drones exhibited advanced swarm behaviors, including collective decision-making, adaptive formation flying, and self-healing.

While the events in Metalhead are extreme, they are not entirely outside the realm of possibility. Modern robotics, AI, and machine learning are progressing at a staggering rate, making the robot’s ability to adapt, learn, and pursue its objective all too real. 

The advancements in sensors, energy storage, and autonomous decision-making systems could one day allow machines to operate with the same precision seen in the episode. 

So, while we may not yet face such an immediate threat, the seeds are sown. A future dominated by robots is not a matter of “if,” but “when.” As we step into this new frontier, we must proceed with caution, for once unleashed, these creations could be as relentless as any natural disaster—except that nothing about this will be natural.

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Clearpath Robotics: Rugged-Mobile Robots For A Brave New World

In 2006, Bill Gates wrote an article entitled A Robot in Every Home; it was a play on a piece written in the 80s called A Computer in Every Home. What was once science fiction and a crazy concept is now a modern day reality. Kitchener-based Clearpath Robotics recognized that like computers and Internet, robots are an industry growing with infinite potential.

The company originated in 2009 at the University of Waterloo, when the Mechatronics Engineering Program was still in its infancy. It was there that the team at Clearpath Robotics discovered their passion for developing field robots and unmanned systems.

“When we weren’t busy cramming for exams, we were building robots in our spare time,” said Matt Rendall, CEO of Clearpath Robotics and 2013 finalist for the Ernst and Young Entrepreneur of the Year Award.

From humble beginnings to winning the 2013 Silver Edison Award, Clearpath Robotics develops their innovative robots with the costumers and projects in mind. Understanding that field robotics, automated systems, driverless cars and other advance technology are complicated systems; the team’s goal is always to make things easier, whether it is to work with, to prototype or to develop.

“We build platforms,” said Rendall, “using the 80/20 analogy. It is our job to solve 80% of the problem and we work with our costumers and clients to solve the remaining 20%. All research is unique, that is the nature of research. So the first way we make things easier is that we offer a common starting point. Because that starting point is common, it has been through vigourous testing and it’s off the shelf, so it has a lower cost—it is just a better starting point than doing something from scratch.”

Over the years, Clearpath Robotics’ vision has matured. But simplicity, efficiency and safety are still the three main pedestals for building robots. The team takes that philosophy and applies it to automate the world’s dullest, deadliest and dirtiest jobs. “In outdoor environments there are a lot of opportunities to help make certain things easier, safer and faster,” said Rendall.

One prime example of Clearpath Robotics’ ingenuity is their 2013 Silver Edison Award Finalist, the Kingfisher. With the sleek look of a miniature speedboat, the Kingfisher’s featured applications include bathymetric data collection, shore erosion monitoring, sediment mapping, flow rate measurements, dam inspection, harbour safety and others. The remote water-monitoring robot allows surveyors to work safely on the shore in a task that once required manpower out in the water.

“Environment Canada measures a lot of different things about the country’s water supply,” said Rendall. “Often these are remote locations through fast moving and cold water with opposing hazards, so we built a robot to assist them. We are very pleased with it.”

But like all things technology and fashion, improvements are always being made. Clearpath Robotics’ active researching team is constantly seeking areas of advancement whether it is on the platforms that already exist like the Kingfisher or a prototype still in the early stages of conception.

Earlier this year, Clearpath followed up the Kingfisher by introducing the Grizzly, a robotic utility vehicle with big 26-inch tires that allows it to operate in mining, military and agricultural settings. From navigating tough terrain to spraying dangerous pesticide, the Grizzly does it all unmanned, which will only make life easier for us fragile humans.

Perhaps one day we’ll all have robot butlers like the Jetsons or maybe Skynet will rule over us. Nobody can really be certain what the future holds. But from the way things are looking, robots are going to be more relevant than ever and Clearpath Robotics is leading the charge and hoping to inspire people to take part in the upgrade.

“We are going to start seeing a lot of purpose built robots to solve specific problems,” said Rendall. “So there is going to be a massive industry behind this and we need more people and more entrepreneurs and more companies focusing on it. The barrier for entry is quite high, but there are a lot of opportunities.”