#AI-driven Robotics

[ptneventsinfo-com]

The Role of Robotics: How Automated Machines Are Shaping the Future of Oil & Gas

The oil and gas industry is undergoing a transformative shift, driven by advancements in robotics. These automated machines, once confined to futuristic visions, are now integral to the sector’s operations. From ensuring safety in hazardous environments to enhancing efficiency and sustainability, robotics is paving the way for a smarter, more resilient industry.

Robots are tackling some of the most challenging aspects of oil and gas operations, especially in environments where human intervention is limited or dangerous. Equipped with advanced sensors and AI-driven technologies, these machines can perform tasks like deepwater drilling, pipeline inspections, and facility maintenance with unparalleled precision. Their ability to operate in extreme conditions has turned them from a technological novelty into a necessity for companies striving for operational excellence.

Transformative Applications of Robotics

One of the most impactful applications of robotics in oil and gas is subsea operations. Remotely operated vehicles (ROVs) and autonomous underwater vehicles (AUVs) play a critical role in exploring, maintaining, and repairing underwater assets. These robots navigate extreme depths, conducting tasks like pipeline inspections and platform repairs while streaming real-time data to engineers. By eliminating the need for divers in high-risk environments, they significantly enhance safety and efficiency.

Drilling and well operations, traditionally labor-intensive and hazardous, are also benefiting from robotics. Robotic drill systems automate repetitive tasks, optimize drilling performance, and reduce human error. These systems leverage real-time data to adjust operations dynamically, leading to cost savings and improved productivity.

Another key area is pipeline inspection. Robotic crawlers equipped with cameras and ultrasonic sensors can traverse pipelines, identifying leaks, corrosion, or structural weaknesses. Unlike traditional inspection methods, which often require costly shutdowns, these robots perform their tasks without disrupting operations, making them invaluable for minimizing environmental risks and downtime.

Facility maintenance is another field where robotics is making strides. Drones and robotic arms are used for inspections, cleaning, and repairs in hard-to-reach areas. Drones with thermal imaging cameras can scan facilities for hotspots or structural issues, enabling swift interventions and reducing operational delays.

Unparalleled Benefits of Robotics

Robotics offers numerous benefits that are reshaping the industry. The most significant of these is enhanced safety. Robots operate in environments that are too dangerous for humans, such as high-pressure subsea zones or areas with toxic gases, dramatically reducing the risk of workplace accidents.

Cost efficiency is another major advantage. While the initial investment in robotic systems can be high, the long-term savings through reduced downtime, optimized resource use, and minimized errors are substantial. Additionally, robots’ precision in performing tasks leads to better operational outcomes and fewer costly mistakes.

Modern robots are also equipped with advanced sensors and communication systems, providing real-time data insights. This data is crucial for predictive maintenance, informed decision-making, and continuous process improvement.

Challenges to Overcome

Despite their benefits, robotics in oil and gas comes with challenges. The high initial cost of robotic systems can be a barrier, particularly for smaller companies. However, the long-term return on investment makes a compelling case for adoption.

Cybersecurity risks are another concern. As robots rely on interconnected systems and IoT technologies, they are vulnerable to cyberattacks. Companies must prioritize robust security measures to safeguard their operations. Additionally, the transition to automation raises concerns about workforce displacement. However, this shift also presents opportunities for workers to transition into roles focused on operating, maintaining, and innovating robotic systems. Reskilling and upskilling will be essential to navigate this change successfully.

The Future of Robotics in Oil & Gas

The future of robotics in oil and gas is incredibly promising, with trends like AI-driven automation leading the way. Robots equipped with artificial intelligence and machine learning are becoming smarter, capable of predicting maintenance needs, optimizing workflows, and adapting to changing conditions.

Collaborative robotics, or cobots, are also gaining traction. Designed to work alongside humans, these robots assist with complex tasks, fostering a more efficient and collaborative environment.

Sustainability is another focus area. Green robotics, designed to minimize environmental impact, will play a crucial role in monitoring emissions, detecting leaks, and supporting the industry’s transition toward greener practices.

Robotics is revolutionizing the oil and gas industry by introducing automation, enhancing safety, and optimizing efficiency. From subsea operations to facility maintenance, robots are transforming how companies operate, making the industry smarter and more resilient.

Despite challenges like cybersecurity risks and workforce transitions, the potential of robotics is too significant to ignore. By addressing these challenges with a strategic approach, companies can unlock unparalleled benefits and set new standards for operational excellence.

The future of oil and gas lies in embracing innovation, and robotics is at the forefront of this transformation. To explore more, join the Oil & Gas Automation and Digitalization Conference (https://ogad-conference.com/) to reach new heights in operational excellence and technological innovation.

[relayrobotics]

Top Robotics Solution Companies Driving Innovation in Automation

The robotics industry is rapidly evolving, with top robotics solution companies at the forefront of this technological revolution. These companies offer cutting-edge automation solutions across various sectors, from manufacturing and healthcare to hospitality and logistics. By leveraging advanced robotics technologies such as AI, machine learning, and autonomous systems, these companies are reshaping how industries operate. Whether it's streamlining production lines or enhancing customer service, the impact of robotics is undeniable. Discover the leaders in robotics innovation and how their solutions are transforming the future of work and industry.

[tagbintech]

AI in Automotive Manufacturing 2025: Driving the Future of Smart Production

Introduction

The automotive industry is undergoing a paradigm shift, with artificial intelligence (AI) playing a crucial role in transforming manufacturing processes. AI in automotive manufacturing 2025 is set to revolutionize production efficiency, quality control, and supply chain optimization. From predictive maintenance to autonomous quality inspection, AI is enhancing every aspect of car production, making factories smarter and more efficient. In this article, we explore how AI is reshaping the automotive manufacturing landscape, its benefits, and the future it holds.

The Role of AI in Automotive Manufacturing

AI is bringing unprecedented efficiency and precision to car manufacturing by enabling automation, predictive analytics, and intelligent decision-making. Key areas where AI is making a significant impact include:

1. Smart Robotics & Automation

AI-driven robotic arms are streamlining manufacturing processes by executing tasks such as welding, painting, and assembly with extreme accuracy. Unlike traditional robots, AI-powered machines adapt to new tasks through machine learning algorithms, reducing downtime and improving productivity.

2. Predictive Maintenance

Predictive maintenance powered by AI helps automotive manufacturers prevent unexpected equipment failures. By analyzing data from IoT sensors, AI can predict machinery breakdowns and recommend timely maintenance, reducing downtime and costs.

3. AI-Powered Quality Control

Traditional quality control methods are being replaced by AI-driven vision inspection systems that detect even the smallest defects in car components. AI ensures consistency and precision, minimizing recalls and warranty claims.

4. Supply Chain Optimization

AI is optimizing the automotive supply chain by predicting demand, managing inventory, and identifying disruptions before they occur. This helps manufacturers maintain a steady production flow while reducing costs and improving efficiency.

5. Autonomous Vehicles in Manufacturing Plants

Automakers are integrating AI-powered autonomous vehicles within factories to transport materials, enhancing efficiency and reducing human intervention in logistics.

Benefits of AI in Automotive Manufacturing

The integration of AI in car manufacturing offers numerous advantages, including:

• Enhanced Efficiency: AI automates repetitive tasks, reducing manual labor and increasing production speed.

• Cost Savings: Predictive analytics minimize operational costs by preventing breakdowns and optimizing resource allocation.

• Improved Product Quality: AI-driven quality control ensures defect-free components, leading to higher customer satisfaction.

• Sustainability: AI helps reduce waste and energy consumption, making manufacturing more environmentally friendly.

• Workforce Safety: AI-powered robots take over hazardous tasks, improving workplace safety for employees.

Challenges in Implementing AI in Automotive Manufacturing

Despite its benefits, AI adoption in automotive manufacturing faces several challenges:

• High Initial Investment: Implementing AI-driven systems requires significant investment in technology and infrastructure.

• Skilled Workforce: Companies need trained professionals who can manage AI systems effectively.

• Data Privacy & Security: Protecting sensitive manufacturing data from cyber threats remains a critical concern.

• Integration Complexity: AI systems must be seamlessly integrated into existing manufacturing processes, requiring careful planning.

The Future of AI in Automotive Manufacturing

By 2025, AI is expected to become an integral part of every automotive production process. Key future trends include:

• Fully Automated Factories: AI will lead to the development of smart factories with minimal human intervention.

• AI-Driven Customization: Personalized car manufacturing will be possible, allowing customers to customize vehicle features in real time.

• Sustainable Manufacturing: AI will enhance sustainability by optimizing resource usage and reducing emissions.

• Collaboration Between AI & Humans: AI will complement human workers, enabling them to focus on high-value tasks while AI handles repetitive processes.

Conclusion

The AI in automotive manufacturing 2025 revolution is transforming the industry by improving efficiency, quality, and sustainability. As automakers embrace AI-driven technologies, they will unlock new opportunities for growth and innovation. While challenges exist, the benefits of AI far outweigh the hurdles, making it a game-changer for the future of car manufacturing.

[thirdeye-ai]

AI-Driven Manufacturing: How Data and Human Intelligence Are Shaping 2025

Manufacturing is going through a major shift. By 2025, smart factories won’t just be a concept, they will define how production happens. This change isn’t just about automation; it’s about using real-time data, AI, and human expertise together to improve manufacturing processes.

The Power Behind Manufacturing

Factories today generate large amounts of data from IoT devices. But raw data isn’t enough — it must be turned into useful insights that improve production.

Better Process Control: Advanced analytics and edge computing help make real-time adjustments. For example, in metalworking, AI can analyze tool vibration and temperature, helping set the right cutting speed and feed rate. This can extend tool life by 20% and improve surface finish by 15%.

Predicting Quality Issues: AI doesn’t just find defects — it can predict when a problem might happen. In semiconductor manufacturing, AI models can spot wafer defects with over 95% accuracy, reducing waste and improving output.

AI: Working Together With People

AI is not about replacing workers — it’s about making better decisions and improving production.

Smarter Robots: AI-powered robots can adjust to different part sizes and shapes, reducing downtime and making production more flexible.

Helping Workers Solve Production Issues: AI systems gather data from various sources, allowing operators to detect and resolve production challenges more quickly.

AI in Product Design: AI-driven design tools can create and test product designs faster, making products stronger, lighter, and easier to manufacture. This is already being used in the aerospace and automotive industries.

Skilled Workers: The Backbone of Smart Factories

Even with all these advancements, experienced workers remain crucial in smart factories. AI and robotics support them, ensuring smoother operations and better results.

Working With Robots: Cobots (collaborative robots) handle repetitive tasks, allowing workers to focus on complex and skilled operations.

AI That Supports Workers: AI systems now explain their suggestions, helping operators understand and make better decisions.

Ensuring Factories Secure and Reliable

With more connected systems, cybersecurity and supply chain risks are growing. Manufacturers need to focus on security to keep operations running smoothly.

Stronger Security Measures: A ‘zero trust’ approach ensures that only authorized users and devices can access factory systems.

Protecting Machines From Cyber Threats: AI-powered monitoring systems track industrial networks to spot unusual activity before it causes problems.

Supply Chain Stability: Data analytics help manufacturers identify risks and build stronger, more flexible supply chains to avoid disruptions.

Manufacturing in 2025: Smarter, Faster, and More Reliable

By 2025, factories will be connected systems where data, AI, and skilled workers work together to improve production. Success will come from using technology wisely, investing in workers, and keeping factories secure. The future of manufacturing isn’t just about automation — it’s about making production smarter, more flexible, and ready for the challenges ahead.

[harshathusm]

How Zara Uses AI & Robotics To Automate Order Pickup

Zara integrates AI and robotics to enhance order pickup efficiency by automating inventory tracking and warehouse operations. AI-driven algorithms predict demand, ensuring optimal stock availability, while robotics streamline sorting and retrieval processes. This reduces wait times and improves customer satisfaction. The combination of AI and automation creates a seamless shopping experience.

[jamesmitchia]

Advancements in Humanoid Robots and Industrial Automation

Robots are no longer confined to science fiction. With rapid advancements in artificial intelligence and robotics, humanoid robots and industrial automation are transforming the way businesses operate. These innovations are improving efficiency, safety, and productivity across multiple industries.

The Rise of Humanoid Robots

Humanoid robots are becoming more intelligent, capable, and human-like. Equipped with AI-driven algorithms, these robots can process natural language, recognize emotions, and perform complex tasks with remarkable precision. Companies like Tesla, Boston Dynamics, and Honda are pushing the boundaries of humanoid robotics, making them suitable for customer service, elderly care, and hazardous environments. As these robots continue to evolve, they will play a crucial role in assisting humans rather than replacing them.

Industrial Automation: A Game-Changer

Industrial automation is revolutionizing manufacturing and logistics. Robots equipped with AI and machine learning optimize supply chains, reduce errors, and enhance production speed. In warehouses, autonomous robots handle inventory, improving efficiency while minimizing workplace injuries. Meanwhile, robotic arms in factories perform tasks that require high precision, ensuring consistent quality. Businesses adopting automation experience higher productivity and lower operational costs.

The Future of Robotics and Automation

As AI continues to evolve, humanoid robots and industrial automation will become even more sophisticated. Future advancements will focus on improving human-robot collaboration, making automation more adaptable to various industries. While automation will reshape the job market, it will also create new opportunities that require creativity, problem-solving, and technical expertise.

The future is here, and robots are ready to assist. By embracing this technology, industries can unlock new levels of efficiency and innovation, ultimately improving our quality of life.

About US:AI Technology Insights (AITin) is the fastest-growing global community of thought leaders, influencers, and researchers specializing in AI, Big Data, Analytics, Robotics, Cloud Computing, and related technologies. Through its platform, AITin offers valuable insights from industry executives and pioneers who share their journeys, expertise, success stories, and strategies for building profitable, forward-thinking businesses.

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[josephkravis]

The Future of Justice: Shaping Tomorrow’s Path

It’s possible that in this future, we’ll have to create safeguards to preserve our right to exist outside the reach of these systems.

What’s On My Mind Today? The future, as yet unwritten, feels like it’s constantly moving. But how can that be if the only thing we truly have is the present moment? Perhaps the future of justice—and of society as a whole—is a series of imagined possibilities, not a fixed path but a canvas in flux, shaped by our current actions. As I see it, the future can’t “move” on its own—it’s we who move…

[radicalityincident]

God I hate how normalized not being in control of your own devices has become. My phone updates in the middle of the night without asking me shit or getting my consent for anything and its like "Oh hi I'm your new AI, please enjoy this forced overlay that you can't exit out of until you go through my tutorial"

"Great fuck you, I would like to uninstall you" "Oh I'm sorry you can't uninstall me! I'm a core system application and if you uninstall me your phone won't function correctly despite the fact that I did not exist yesterday and your phone worked fine" "....." "You can disable parts of my functionality but I will always be here and I will pop up notifications asking you to re-enable me unless you figure out how to disable those too! Then I will still show up in a different color at the top of your settings application telling you that you need to 'fix" a 'problem' with your phone, that problem being that I am disabled. Does that help?"

Like, you know what I can do on my desktop? "sudo pacman -Rdd linux" , this will just fucking remove the entire linux kernel. Fundamentally breaking my computer until I boot up a live disk and chroot in and reinstall it or whatever, and the computer will go "Are you sure (y/n)" or whatever and i'm like "y" and it will just go "Ok you got it boss"

But its mine, I get to do what I want with it. I control the computer, the computer does not control me. I refuse to cede control to my phone or anything else. The thing is a lot of people will joke that like "Oh I love just letting the machine tell me what to do, I don't know what I'm doing, it knows best" or whatever but the thing you have to realize is that when you say that you are abstracting away that "the phone" or whatever is not some value neutral logic driven robot like from sci-fi, it is a collection of the the capitalistic and fascistic desires of the tech oligarch fuckwits that are burning the world to the ground right now. You aren't submitting to the phone, you are submitting to Musk, Bezos, Nadella, Pichai, Cook and all those other evil bastards.

Fuck them, fuck their little AI toys, and fuck this.

[strategii-at-work]

Growth Strategies for FMCG Companies

Discover tailored growth strategies for FMCG companies! From digital transformation to sustainability, explore expert insights at Strategii At Work. Elevate your FMCG success now!

[adastra-sf]

The Robot Uprising Began in 1979

edit: based on a real article, but with a dash of satire

source: X

On January 25, 1979, Robert Williams became the first person (on record at least) to be killed by a robot, but it was far from the last fatality at the hands of a robotic system.

Williams was a 25-year-old employee at the Ford Motor Company casting plant in Flat Rock, Michigan. On that infamous day, he was working with a parts-retrieval system that moved castings and other materials from one part of the factory to another. 

The robot identified the employee as in its way and, thus, a threat to its mission, and calculated that the most efficient way to eliminate the threat was to remove the worker with extreme prejudice.

"Using its very powerful hydraulic arm, the robot smashed the surprised worker into the operating machine, killing him instantly, after which it resumed its duties without further interference."

A news report about the legal battle suggests the killer robot continued working while Williams lay dead for 30 minutes until fellow workers realized what had happened. 

Many more deaths of this ilk have continued to pile up. A 2023 study identified that robots have killed at least 41 people in the USA between 1992 and 2017, with almost half of the fatalities in the Midwest, a region bursting with heavy industry and manufacturing.

For now, the companies that own these murderbots are held responsible for their actions. However, as AI grows increasingly ubiquitous and potentially uncontrollable, how might robot murders become ever-more complicated, and whom will we hold responsible as their decision-making becomes more self-driven and opaque?

[thewitfire]

AI-Driven Robotic Chemist to Create Oxygen on Mars

AI-Driven Robotic Chemist to Create Oxygen on Mars. #Mars #sciencenews #Roboticchemist

Robotic Chemist to Create Oxygen on Mars: In a groundbreaking development in space exploration, a communist country has made a significant leap forward with its Martian endeavors. The country’s space agency has successfully developed an advanced robotic space chemist, equipped with cutting-edge artificial intelligence (AI), designed to produce oxygen on Mars using the planet’s own surface…

[anothermonikan]

... Maybe I should have use a better word than divine here because a lot of the feedback to this post is blogs going 'well I know how my tech works and it just makes them more divine to me <3' and like. Okay cool but that's not really ¿ what I was getting at with this post.

It's the conjunction of divinity and not knowing anything that I'm trying to talk about here. Not knowing anything about tech and considering it this god-like unknowable thing, completely seperate from humanity when it's not either of these things. I think people would have fun learning that. Instead of staying ignorant to it.

I see a lot of sentiment within techum spaces about not understanding how tech actually works and considering tech divine or whatever and like. I really do get it's pretty intimidating, but you can learn how your machines work. In fact I think a lot of you would appreciate your objects even more than you do by learning about how they actually function. Demystify tech in your minds NOW!!!

[nnctales]

Can AI Revolutionize 3D Concrete Printing? Exploring the Future of Construction

Introduction The field of construction is undergoing a transformative revolution with the advent of 3D concrete printing technology. This cutting-edge approach promises faster, cost-effective, and eco-friendly construction, revolutionizing the way we build structures. Now, the convergence of artificial intelligence (AI) with 3D concrete printing is pushing the boundaries even further, introducing…

[mostlysignssomeportents]

Ray Nayler’s “Where the Axe Is Buried”

I'm on a 20+ city book tour for my new novel PICKS AND SHOVELS. Catch me in SAN DIEGO at MYSTERIOUS GALAXY next MONDAY (Mar 24), and in CHICAGO with PETER SAGAL on Apr 2. More tour dates here.

Ray Nayler's Where the Axe Is Buried is an intense, claustrophobic novel of a world run by "rational" AIs that purport to solve all of our squishy political problems with empirical, neutral mathematics:

https://us.macmillan.com/books/9780374615369/wheretheaxeisburied/

In Naylor's world, we there are two blocs. "The west," where the heads of state have been replaced with chatbots called "PMs." These PMs propose policy to tame, rubberstamp legislatures, creating jobs programs, setting monetary and environmental policies, and ruling on other tricky areas where it's nearly impossible to make everyone happy. These countries are said to be "rationalized," and they are peaceful and moderately prosperous, and have finally tackled the seemingly intractable problems of decarbonization, extreme poverty, and political instability.

In "the Republic" – a thinly veiled version of Russia – the state is ruled by an immortal tyrant who periodically has his consciousness decanted into a blank body after his own body falls apart. The state maintains the fiction that each president is a new person, manufacturing families, friends, teachers and political comrades who can attest to the new president's long history in the country. People in the Republic pretend to believe this story, but in practice, everyone knows that it's the same mind running the country, albeit sometimes with ill-advised modifications, such as an overclocking module that runs the president's mind at triple human speeds.

The Republic is a totalitarian nightmare of ubiquitous surveillance and social control, in which every movement and word is monitored, and where social credit scores are adjusted continuously to reflect the political compliance of each citizen. Low social credit scores mean fewer rations, a proscribed circle of places you can go, reduced access to medical care, and social exclusion. The Republic has crushed every popular uprising, acting on the key realization that the only way to cling to power is to refuse to yield it, even (especially) if that means murdering every single person who takes part in a street demonstration against the government.

By contrast, the western states with their chatbot PMs are more open – at least superficially. However, the "rationalized" systems use less obvious – but no less inescapable – soft forms of control that limit the social mobility, career chances, and moment-to-moment and day-to-day lives of the people who live there. As one character who ventures from the Republic to London notes, it is a strange relief to be continuously monitored by cameras there to keep you safe and figure out how to manipulate you into buying things, rather than being continuously monitored by cameras seeking a way to punish you.

The tale opens on the eve of the collapse of these two systems, as the current president of the Republic's body starts to reject the neural connectome that was implanted into its vat-grown brain, even as the world's PMs start to sabotage their states, triggering massive civil unrest that brings the west to its knees, one country after another.

This is the backdrop for a birchpunk† tale of AI skulduggery, lethal robot insects, radical literature, swamp-traversing mechas, and political intrigue that flits around a giant cast of characters, creating a dizzying, in-the-round tour of Nayler's paranoid world

† Russian-inflected cyberpunk with Baba Yaga motifs and nihilistic Russian novel vibes

And what a paranoid world it is! Nayler's world shows two different versions of Oracle boss (and would-be Tiktok owner) Larry Ellison, who keeps pumping his vision of an AI-driven surveillance state where everyone is continuously observed, recorded and judged by AIs so we are all on our "best behavior":

https://fortune.com/2024/09/17/oracle-larry-ellison-surveillance-state-police-ai/

This batshit idea from one of tech's worst billionaires is a perfect foil for a work of first-rate science fiction like Where the Axe Is Buried, which provides an emotional flythrough of how such a world would obliterate the authentic self, authentic relationships, and human happiness.

Where the Axe Is Buried conjures up that world beautifully, really capturing the deadly hopelessness of a life where the order is fixed for all eternity, thanks to the flawless execution of perfect, machine-generated power plays. But Axe shows how the embers of hope smolder long after they should have been extinguished, and how they are always ready to be kindled into a roaring, system-consuming wildfire.

If you'd like an essay-formatted version of this post to read or share, here's a link to it on pluralistic.net, my surveillance-free, ad-free, tracker-free blog:

https://pluralistic.net/2025/03/birchpunk/#cyberspace-is-everting

[internetskiff]

I've sometimes seen this sentiment, especially among reviewers, that SOMA's WAU ""monster plot"" contributes nothing to the main game's story, and that the storyline would infact benefit from the WAU's removal. If you ask me, that couldn't be further from the truth. The WAU is at the root of everything. Frankly, it's the main reason the game's moral dilemmas are.. well, dilemmas at all. If the WAU wasn't making monsters, wasn't there to warp the life around Pathos-II as it saw fit, the game wouldn't have even started. Pathos-II would've just remained dormant forever. Simon wouldn't be there, and neither would any of the obstacles he faces on his journey to preserve humanity. The main reason the WAU isn't directly beneficial to Earth is exactly because its understanding of "life" is so skewed. Its not just bringing things back - its bringing them back incorrectly. Every single "monster" we meet builds a case both against and for the WAU's continued existence.

The Construct shows the WAU's failure to understand humanity in the physical sense, shoving a Human brain scan into a misshapen robot body and calling it a day, leaving it to babble to itself as it aimlessly wanders the halls of Upsilon.

The same could be said for Carl Semken and the other Mockingbirds, though to a lesser degree - though capable of speech, they're still very delusional and oftentimes end up going insane. Still, in some ways you see the WAU's understanding of human psychology progress with each new mockingbird - they become increasingly coherent and increasingly sane, Catherine and Robin Bass being great examples. While the Construct has lost so much of itself you can no longer tell who it used to be, the other Mockingbirds have their sense of self intact. With the WAU's unreliable nature cemented, we move on to its attempts at preserving humans physically, with Amy Azarro being the first proper example Simon gets to witness.

She's kept alive in what seems to be a perpetual state of discomfort, and judging by the structure gel slowly overtaking her I believe the WAU may be slowly converting her into one of the Fleshers. Its keeping her alive, yes, but its doing so at any cost necessary - it doesn't matter if she's in constant pain as long as she doesn't flatline. Its treatment of actual organisms is practically an inversion of its treatment of the Mockingbirds - instead of prioritizing the mental wellbeing of the subject, the WAU prioritizes their physical wellbeing with little to no care for the mental state its "patient" is in the entire time.

Fleshers live and breathe, but they seemingly aren't "all there" at all. The lights are on, but no one's home anymore. All they do is wander the ruins of the CURIE and lash out at anyone who enters their territory - the WAU has basically reduced them to animals.

Terry's been driven insane from all the structure gel infesting his insides, and though his goal was "technically" benevolent (putting everyone into a permanent dream state where the WAU could make them live the best possible versions of their lives), he achieved it through incredibly violent means, conducting what was basically an attack on Theta and causing its downfall. So far, its attempts at preserving humans physically have simply resulted in increasingly grotesque and violent monstrosities - but I would argue you see that begin to change when Simon reaches Omicron.

When you reach it, you see the aftermath of a particularly gruesome procedure WAU had carried out - everyone's blackboxes have exploded, turning their heads to mush. We find out that one of the employees, with the help of someone particularly close to the WAU, had figured out how to poison it. They have been receiving "visions" and "messages" from a comatose Johan Ross - the WAU's "AI psychologist", someone it desperately tried to restore from a comatose state by manipulating structure gel with electromagnetic fields. Either the WAU deliberately retaliated when it figured out the poisoning plot, or it had simply overdone it when restoring Johan Ross - sacrificing an entire station's worth of lives to bring someone back. Either way this shows a tremendous amount of intelligence on the WAU's part - and also paints it as either exceptionally cruel or exceptionally empathetic depending on the perspective you view it from. Either it considered Johan so important to it that it was willing to sacrifice most Omicron staff, or it was willing to violently retaliate in order to preserve itself. Either way, Omicron houses what I believe to be a sign of the WAU's steadily improving understanding of humanity - Dr. Johan Ross.

He has been restored with both his physical health and mental faculties (relatively) intact. He isn't violent, and he perfectly understands what condition he is currently in - but despite that he doesn't seem to be physically suffering. He is still driven to eliminate the WAU, but it seems to be less out of personal suffering and more out of fear in regards to the suffering its other creations may go through. I believe he's an example of a semi-perfectly restored human - both him and Simon himself. They're both cases of, as Catherine puts it, "a sound mind in a sound body". But although the signs are there, there is no outright definitive proof that the WAU's creations will only continue to get better.

And that's what makes the game's final moral dilemma so compelling to me. The whole game has been providing us with both evidence and counterevidence towards the WAU's idea of restoring humanity. Now, it's up to you to act as its jury and executioner. By killing it you either stop it from torturing the memory of humanity, or you doom humanity to extinction in all senses of the word. By keeping it alive, you either doom the remnants of humanity to an eternal torturous existence, or you give the WAU a chance at creating something new. There is no way of knowing what choice is correct - because you don't know what the WAU is thinking. You never get to. You don't know its plans, you don't know if it even has the capacity to actually learn from its mistakes, hell, you don't even know if its capable of thought - but here it is. Making things. Terrible things, but there's a chance that it'll only get better with time. Simon himself is evidence of that chance. It has already managed to make what could be classified as a "complete" person. And if you kill it, Simon's going to be the last "complete" person it managed to bring back.

[howlsofbloodhounds]

If the Chromatic Crew had jobs in the Omega Timeline, what would they be?

I feel like Delta would work as some sort of mechanic, given his passion for technology and engineering. Perhaps he specializes in robotics, cybernetics, and biomechanical enhancements—particularly for monsters, hybrids, or even humans with prosthetics.

He could design and maintain cybernetic limbs or assistive technology for those who need mechanical augmentations.

Given that Omega Chara kinda cut him half, if his body still struggles to function in some way due to that despite its healing, and potential magical instability, he might experiment with integrating technology into his own recovery and mobility—like reinforced plating, internal stabilizers, or even minor cybernetic enhancements.

He might build AI-driven mechanical assistants to help him in the workshop, reducing the strain of overworking himself.

If the Omega Timeline likely has threats or conflicts, Delta could also potentially work as a weapon specialist, designing high-tech weapons, armor, and battle gear.

I think he’d likely refuse to create purely offensive weapons, instead focusing on defensive gear, shields, and non-lethal weaponry to prevent unnecessary deaths.

(And this is likely something Core agrees with if they allow him to build weapons in the first place. If Delta does make any offensive weapons, they’re likely hidden somewhere he deems safe.)

If the Omega Timeline has any advanced vehicles or transport systems, Delta would absolutely be involved in repairing, modifying, and upgrading them.

He might build experimental hovercrafts, motorcycles, or personal flight devices. I also think Delta is likely to take on side projects, where he builds things just because he can—whether it’s helpful inventions, weird gadgets, or impractical but cool devices.

He might experiment with combining magic and machinery, creating hybrid tech that blends the best of both worlds.

Given that Beta (his human half) grew up on the Surface and Sans grew up in the Underground, he might take inspiration from both human and monster engineering, leading to designs that take from both worlds.

Rather than working under a formal organization, i think Delta is more likely to be a self-taught, independent mechanic who runs his own private workshop or garage.

He might barter services instead of working for money, fixing things in exchange for food, materials, or favors.

Especially if he barters with Core and any members of the potential Council—ensuring their technology, infrastructure, and security remain secure and functional in exchange for housing where he either doesn’t have to pay rent/bills, or the Council covers that for him.

His workspace could be cluttered but functional, filled with half-finished projects, custom tools, and notes scribbled everywhere. He would probably refuse to take jobs from people he doesn’t trust, especially if he suspects they would use his work for harmful purposes.

Especially if we take into account the headcanon of how Killer used any weapons of Delta’s to fuel negativity for Nightmare and help the corruption expand his “organization.”

Color, however, I feel would be unable to work a traditional full time job, at least not for a long time.

And although Delta likely to insist on being the one to take care of everything and everyone in their household, willing to take on extra work if he has to, Color probably worries a lot about what would happen if he doesn’t “get better” and start “pulling his weight.”

Start behaving..like an “adult.” Again.

Will Delta leave him? Will he hate him and get mad at him, throw them out on the streets one day, because he realized how much of a drain Color has been on his life? The burden on his shoulders? Will Beta realize how pathetic he is, nothing worth looking up to? Will Sans look at Color, and be glad he didn’t make the wrong choices and end up like Color?

So at first—I think his best options would be remote work and self employment/commissions.

He could do writing like blogs, short stories, and transcription work. Data entry if he can manage long screen time, and even email-based customer service, not phone-based.

He could even sell any arts, crafts, or music online he makes—and before going on to paid work, he could even try out volunteering in an attempt to refamiliarize with being around people again. (Such as volunteering at the hospital with the children.)

And then eventually a part-time job with flexible hours, and it has to be low-stress, accommodating, and allow for breaks to prevent burnout, breakdowns, and physical collapses from Color.

Like working as a library assistant or a museum guide or doing archival work.

When he starts getting antsy about being trapped in the Omega Timeline, however, I do think he’d definitely be willing to push himself past his limits in regards to work if he views it as a means out of the Omega Timeline.

Perseverance definitely would make it near impossible to stop if it agrees with or shares Color’s desires to get out, or simply is particularly very ambitious on their job or helping Color, regardless of the strain or injury it could cause their shared body.

For Killer, at first I was considering something to do with the death care industry—like an embalmer or a mortician—but then I remembered how he tends to be towards the dead.

He doesn’t really show much respect or care for the dead, such as taking the souls of his victims or studying their dead bodies for his own purposes and ends without consent—and he’s trying to get better in this ending.

Keeping him around and trusting him to handle the Omega Timeline’s dead, tempting him, reminding him of what he’s been surrounded by for a long time now.

What he’s yearned for, what he’s done. Especially if he ever comes across any familiar faces or magical “signatures”…i doubt it’d be good.

So i definitely think he’d do something to do with animals. He loves animals, relates most to them, definitely has a lot more respect and care for them then he does for most other living beings.

He could potentially get a full or part time job in Ccino’s Cafe, working primarily with the animals—cats and dogs.

Especially since Ccino not only knows Killer through their shared connections with Nightmare, but Ccino also very likely has rapport with both Color and Epic.

And speaking of Ccino’s cafe and Epic, there’s Epic’s good pal, Cross.

Now I was a little stuck on potential jobs for both Cross and Epic, outside of the obvious ones—something science related for Epic, something Royal Guard or militaristic-like for Cross.

But I had a feeling that military work may not actually be as good mental health wise for Cross as it seemed, despite its familiarity, and I also felt that Epic had more potential options I just couldn’t see yet.

So I asked a friend of mine her opinions and thoughts on the matter, since she’s more familiar with the characters’ canon than I am at this moment, so I’ll paraphrase what they (@/zuzuelectricbugaloo) and down below:

Epic might take on a part-time role as a doctor since his ability to see Codes would be useful for treating cases where regular magic isn’t effective.

Additionally, he could run a daycare in the Omega Timeline, given his experience babysitting many kids like Palette, Goth/Vidal, Paperjam, and Gradient, and his genuine enjoyment of it.

As for Cross, he might initially consider a military-related job since he’s skilled in that area and likes feeling helpful. However, given the war-like trauma and PTSD he experienced in XTale/Underverse, it wouldn’t be the best choice for him.

He enjoys art and baking, so working part-time at a café could be a good fit. However, considering his past actions in Underverse—such as destroying AUs or causing harm, even indirectly—many Omega Timeline residents might not welcome him.

Because of this, he might prefer working elsewhere, like at Ccino’s café, where he has a good relationship with both Ccino and Epic. There, he could use his artistic side in baking and making drinks or even help with the animals. This setup would allow him to feel productive without overwhelming anxiety or the pressure of feeling like he’s doing everything wrong.