#AI in Computer Vision Industry

[thetatechnolabsusa]

How Computer Vision is Reducing Manufacturing Defects in Home Appliances

Discover how AI-powered computer vision is transforming home appliance manufacturing by automating quality control, defect detection, and predictive maintenance. Learn how leading brands like Whirlpool have reduced defects, improved efficiency, and cut costs with AI-driven manufacturing solutions. Explore how smart manufacturing can enhance production and ensure product reliability. Partner with Theta Technolabs for cutting-edge AI and computer vision solutions to optimize your manufacturing process.

[einnosyssecsgem]

Machine learning applications in semiconductor manufacturing

Machine Learning Applications in Semiconductor Manufacturing: Revolutionizing the Industry

The semiconductor industry is the backbone of modern technology, powering everything from smartphones and computers to autonomous vehicles and IoT devices. As the demand for faster, smaller, and more efficient chips grows, semiconductor manufacturers face increasing challenges in maintaining precision, reducing costs, and improving yields. Enter machine learning (ML)—a transformative technology that is revolutionizing semiconductor manufacturing. By leveraging ML, manufacturers can optimize processes, enhance quality control, and accelerate innovation. In this blog post, we’ll explore the key applications of machine learning in semiconductor manufacturing and how it is shaping the future of the industry.

Predictive Maintenance

Semiconductor manufacturing involves highly complex and expensive equipment, such as lithography machines and etchers. Unplanned downtime due to equipment failure can cost millions of dollars and disrupt production schedules. Machine learning enables predictive maintenance by analyzing sensor data from equipment to predict potential failures before they occur.

How It Works: ML algorithms process real-time data from sensors, such as temperature, vibration, and pressure, to identify patterns indicative of wear and tear. By predicting when a component is likely to fail, manufacturers can schedule maintenance proactively, minimizing downtime.

Impact: Predictive maintenance reduces equipment downtime, extends the lifespan of machinery, and lowers maintenance costs.

Defect Detection and Quality Control

Defects in semiconductor wafers can lead to significant yield losses. Traditional defect detection methods rely on manual inspection or rule-based systems, which are time-consuming and prone to errors. Machine learning, particularly computer vision, is transforming defect detection by automating and enhancing the process.

How It Works: ML models are trained on vast datasets of wafer images to identify defects such as scratches, particles, and pattern irregularities. Deep learning algorithms, such as convolutional neural networks (CNNs), excel at detecting even the smallest defects with high accuracy.

Impact: Automated defect detection improves yield rates, reduces waste, and ensures consistent product quality.

Process Optimization

Semiconductor manufacturing involves hundreds of intricate steps, each requiring precise control of parameters such as temperature, pressure, and chemical concentrations. Machine learning optimizes these processes by identifying the optimal settings for maximum efficiency and yield.

How It Works: ML algorithms analyze historical process data to identify correlations between input parameters and output quality. Techniques like reinforcement learning can dynamically adjust process parameters in real-time to achieve the desired outcomes.

Impact: Process optimization reduces material waste, improves yield, and enhances overall production efficiency.

Yield Prediction and Improvement

Yield—the percentage of functional chips produced from a wafer—is a critical metric in semiconductor manufacturing. Low yields can result from various factors, including process variations, equipment malfunctions, and environmental conditions. Machine learning helps predict and improve yields by analyzing complex datasets.

How It Works: ML models analyze data from multiple sources, including process parameters, equipment performance, and environmental conditions, to predict yield outcomes. By identifying the root causes of yield loss, manufacturers can implement targeted improvements.

Impact: Yield prediction enables proactive interventions, leading to higher productivity and profitability.

Supply Chain Optimization

The semiconductor supply chain is highly complex, involving multiple suppliers, manufacturers, and distributors. Delays or disruptions in the supply chain can have a cascading effect on production schedules. Machine learning optimizes supply chain operations by forecasting demand, managing inventory, and identifying potential bottlenecks.

How It Works: ML algorithms analyze historical sales data, market trends, and external factors (e.g., geopolitical events) to predict demand and optimize inventory levels. Predictive analytics also helps identify risks and mitigate disruptions.

Impact: Supply chain optimization reduces costs, minimizes delays, and ensures timely delivery of materials.

Advanced Process Control (APC)

Advanced Process Control (APC) is critical for maintaining consistency and precision in semiconductor manufacturing. Machine learning enhances APC by enabling real-time monitoring and control of manufacturing processes.

How It Works: ML models analyze real-time data from sensors and equipment to detect deviations from desired process parameters. They can automatically adjust settings to maintain optimal conditions, ensuring consistent product quality.

Impact: APC improves process stability, reduces variability, and enhances overall product quality.

Design Optimization

The design of semiconductor devices is becoming increasingly complex as manufacturers strive to pack more functionality into smaller chips. Machine learning accelerates the design process by optimizing chip layouts and predicting performance outcomes.

How It Works: ML algorithms analyze design data to identify patterns and optimize layouts for performance, power efficiency, and manufacturability. Generative design techniques can even create novel chip architectures that meet specific requirements.

Impact: Design optimization reduces time-to-market, lowers development costs, and enables the creation of more advanced chips.

Fault Diagnosis and Root Cause Analysis

When defects or failures occur, identifying the root cause can be challenging due to the complexity of semiconductor manufacturing processes. Machine learning simplifies fault diagnosis by analyzing vast amounts of data to pinpoint the source of problems.

How It Works: ML models analyze data from multiple stages of the manufacturing process to identify correlations between process parameters and defects. Techniques like decision trees and clustering help isolate the root cause of issues.

Impact: Faster fault diagnosis reduces downtime, improves yield, and enhances process reliability.

Energy Efficiency and Sustainability

Semiconductor manufacturing is energy-intensive, with significant environmental impacts. Machine learning helps reduce energy consumption and improve sustainability by optimizing resource usage.

How It Works: ML algorithms analyze energy consumption data to identify inefficiencies and recommend energy-saving measures. For example, they can optimize the operation of HVAC systems and reduce idle time for equipment.

Impact: Energy optimization lowers operational costs and reduces the environmental footprint of semiconductor manufacturing.

Accelerating Research and Development

The semiconductor industry is driven by continuous innovation, with new materials, processes, and technologies being developed regularly. Machine learning accelerates R&D by analyzing experimental data and predicting outcomes.

How It Works: ML models analyze data from experiments to identify promising materials, processes, or designs. They can also simulate the performance of new technologies, reducing the need for physical prototypes.

Impact: Faster R&D cycles enable manufacturers to bring cutting-edge technologies to market more quickly.

Challenges and Future Directions

While machine learning offers immense potential for semiconductor manufacturing, there are challenges to overcome. These include the need for high-quality data, the complexity of integrating ML into existing workflows, and the shortage of skilled professionals. However, as ML technologies continue to evolve, these challenges are being addressed through advancements in data collection, model interpretability, and workforce training.

Looking ahead, the integration of machine learning with other emerging technologies, such as the Internet of Things (IoT) and digital twins, will further enhance its impact on semiconductor manufacturing. By embracing ML, manufacturers can stay competitive in an increasingly demanding and fast-paced industry.

Conclusion

Machine learning is transforming semiconductor manufacturing by enabling predictive maintenance, defect detection, process optimization, and more. As the industry continues to evolve, ML will play an increasingly critical role in driving innovation, improving efficiency, and ensuring sustainability. By harnessing the power of machine learning, semiconductor manufacturers can overcome challenges, reduce costs, and deliver cutting-edge technologies that power the future.

This blog post provides a comprehensive overview of machine learning applications in semiconductor manufacturing. Let me know if you’d like to expand on any specific section or add more details!

[visionifyy]

Harnessing the Power of Artificial Intelligence for Workplace Safety

🚀 Ready to see how Artificial Intelligence is transforming workplaces? Visionify is at the forefront of innovation with solutions that leverage AI to enhance safety, productivity, and compliance. Our new blog, “AI for Workplace Safety: The Economic Impact,” dives into the role of AI in creating safer industrial environments.

With Camera AI Technology, companies gain real-time monitoring for Workplace Safety, enabling proactive hazard detection and PPE Compliance assessment. These AI for Workplace Safety solutions make managing risks easier and create safer environments for everyone.

See how PPE Detection and other tools from Visionify are supporting compliance while minimizing incidents. Dive into the future of workplace safety with AI-powered tools designed to make workplaces smarter, safer, and more productive!

Know more.: Vision AI, Workplace Compliance Monitoring, safety tips, PPE Compliance, Easy to use EHs software, Workplace Safety AI solution, Machine Learning for Manufacturing, what is compliance in the workplace, Computer Vision Workplace Safety, Workplace safety Software, AI employee monitoring, safety KPI’s, industrial safety, Industrial safety companies, smoke and fire detector, construction monitoring, hazard analysis, accident prevention, health and safety app, Workplace Safety

[techdriveplay]

What Is the Future of Robotics in Everyday Life?

As technology continues to evolve at a rapid pace, many are asking, what is the future of robotics in everyday life? From automated vacuum cleaners to advanced AI assistants, robotics is steadily becoming an integral part of our daily routines. The blending of artificial intelligence with mechanical engineering is opening doors to possibilities that seemed like science fiction just a decade…

[ai-innova7ions]

Simplify Art & Design with Leonardo's AI Tools!

Leonardo AI is transforming the creative industry with its cutting-edge platform that enhances workflows through advanced machine learning, natural language processing, and computer vision. Artists and designers can create high-quality images and videos using a dynamic user-friendly interface that offers full creative control.

The platform automates time-consuming tasks, inspiring new creative possibilities while allowing us to experiment with various styles and customized models for precise results. With robust tools like image generation, canvas editing, and universal upscaling, Leonardo AI becomes an essential asset for both beginners and professionals alike.

#LeonardoAI

#DigitalCreativity

#Neturbiz Enterprises - AI Innovations

[jcmarchi]

Machines Can See 2025 – Dubai AI event

New Post has been published on https://thedigitalinsider.com/machines-can-see-2025-dubai-ai-event/

Machines Can See 2025 – Dubai AI event

An AI investment and networking event, Machines Can See, will take place April 23-24 in Dubai at the iconic Museum of the Future, as part of Dubai AI week.

Machines Can See is staged by the Polynome Group, a machine vision, AI, robotic, and industrial design company based in the city.

This is the third year of the event, and will bring investors, business leaders, and policymakers together to explore AI-centric expansion opportunities. Machines Can See, as the name suggests, will have a particular focus on computer vision.

Each discussion and keynote is designed to be firmly rooted in practical applications of AI technology, but organisers hope that the show will be permeated with a sense of discovery and that attendees will be able to explore the possibilities of the tech on show. “We are not just shaping the future of AI, we are defining how AI shapes the world,” said Alexander Khanin, head of the Polynome Group.

UAE Government officials attending the event include H.E. Omar Sultan Al Olama, UAE Minister of State for Artificial Intelligence, Digital Economy, and Remote Work Applications, and H.E. Hamad Obaid Al Mansoori, the Director General of Digital Dubai.

Polynome Group has said that X will be the official streaming partner for Machines Can See 2025, and the US company will host workshops titled “X and AI” to show solutions that merge AI and streaming technologies, with GRok X central to those sessions. Via interactive demos, attendees will gain firsthand experience of GRok’s potential in AI delivery, analysis and optimisation.

Investment and business opportunities

UAE’s AI market is projected to grow by $8.4 billion in the next two years, and the summit is designed to serve as a venue for investors to engage with AI startups, existing enterprises, and government decision-makers. Attendees at Machines Can See will get to meet with investors and venture capital firms, be given the opportunity to meet executives from AI companies (including IBM and Amazon), and connect with startups seeking investment.

The summit is supported by Amazon Prime Video & Studios, Amazon Web Services, Dubai Police, MBZUAI, IBM, SAP, Adia Lab, QuantumBlack and Yango. The involvement of many organisations and large-scale enterprises should provide many opportunities for funding and collaborations that extend the commercial use of AI.

Local and international investors include Eddy Farhat, Executive Director at e& capital, Faris Al Mazrui, Head of Growth Investments at Mubadala, Major General Khalid Nasser Alrazooqi General Director of Artificial Intelligence, Dubai Police UEA, and Dr. Najwa Aaraj, the CEO of TII.

Speakers and insights

The summit will feature several US-based AI professionals, including Namik Hrle, IBM Fellow and Vice President of Development at the IBM Software Group, Michael Bronstein, DeepMind Professor of AI at Oxford University, Marc Pollefeys, Professor of Computer Science at ETH Zurich, Gerard Medioni, VP and Distinguished Scientist at Amazon Prime Video & Studio, and Deva Ramanan, Professor at the Robotics Institute of Carnegie Mellon University.

The event will feature a ministerial session composed of international government representatives to discuss the role of national IT development.

Among speakers already confirmed for the event are Gobind Singh Deo, Malaysia’s Minister of Digital, H.E. Zhaslan Madiyev, Minister of Digital Development, Innovation, and Aerospace Industry of Kazakhstan, and H.E. Omar Sultan Al Olama, UAE Minister of State for Artificial Intelligence, Digital Economy, and Remote Work Applications.

Event organisers expect to announce more representatives from overseas in the coming days. Read more here.

[thirdeye-ai]

PPE Monitoring Solution for Leading Automotive Component Manufacturers

Implementing a PPE monitoring solution for an automotive component manufacturer addresses safety challenges such as unsafe incidents and compliance issues. The solution includes CCTV surveillance for real-time monitoring, integration with SAP and Industry 4.0 for data synchronization, and IoT integration to enhance safety measures. It ensures comprehensive checks for helmets, eyeglasses, shoes, and other PPE, effectively mitigating accidents and promoting workplace safety.

[kpissolution]

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⚙ Manufacturing, energy, utilities, and various core industry sectors have initiated to embrace the 𝐈𝐧𝐝𝐮𝐬𝐭𝐫𝐢𝐚𝐥 𝐈𝐧𝐭𝐞𝐫𝐧𝐞𝐭 𝐨𝐟 𝐓𝐡𝐢𝐧𝐠𝐬 (𝐈𝐈𝐨𝐓) vision. Being an #industrialiot 4.0 Solution provider, #kpis allows us to decrease the complexity of developing #iotapplications with its 𝐈𝐧𝐝𝐮𝐬𝐭𝐫𝐢𝐚𝐥 𝐈𝐨𝐓 𝐒𝐨𝐥𝐮𝐭𝐢𝐨𝐧 abilities. Our #IIoT sensor networks deliver real-time data and analytics and offer benefits such as: ↪ Automatic machine maintenance and operations ↪ More efficient inventory planning and optimisation ↪ Decreased carbon footprint via operational efficiencies ↪ Risk ease, quicker identification of implementation issues ↪ Enhanced traceability, visibility, and utilisation of field-deployed support and tools ↪ Improve employee security, reducing unsafe conditions resulting in damage or death

🗜 The #Industry40 revolution would not exist if there weren't any connectivity with automation. Leverage our expertise in developing 𝐈𝐈𝐨𝐓 𝐒𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬 to add intelligent capabilities to the manufacturing procedure and connectivity to analogue equipment.

📍 We build 𝐂𝐮𝐬𝐭𝐨𝐦 𝐈𝐧𝐝𝐮𝐬𝐭𝐫𝐢𝐚𝐥 𝐈𝐨𝐓 𝐒𝐨𝐟𝐭𝐰𝐚𝐫𝐞 𝐒𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬 to fulfil your business needs. If you are ready to prepare for the next generation and don't want to be left behind by the industry around you, then #krishnapadamitsolution is willing to help you.

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[txttletale]

Hi! So I have been seeing your posts talking about AI art and tbh it has made me reconsider my stance that was admittedly very reactionary and I was wondering if you could clarify something you said "the sooner people give up on luddite dead end pursuits of turning back the clock to more indivualized production the sooner they can put their energy into productive working class organizing. " Does this mean as in artists genuinely starting to recognize themselves as part of the working class and forming "collectives" and working as such? Or is it in the sense that art as a career will always inherently be part of the petite bourgeoisie? I hope I worded this correctly I am genuinely interested in hearing your thoughts as it has helped me rethink my stances thank u!! :)

the former! there's nothing about being an artist that automatically makes you petit bourgeoise (even if that is a common aspirational vision, most working artists are straightforwardly proletarian & doing work-for-hire projects, animating trolls 7: return of the trolls or desigining ui elements for FIFA 27--when i say 'productive working class organizing', i mean in their capacity as working artists, i'm not doing some kind of 'get a real job' routine.

for an exmaple of what effective working class organizing can look like for artists, look at the recent SAG-AFTRA agreements. instead of hoping that yelling at people on the computer would make the technology magically go away forever, they levered their industrial action to extract concessions about its use, including requiring the consent of actors to recreate their likeness digitally and requiring actors to be paid for the appearances of that likeness.

similarly, the WAG strike resulted in an agreement under which studios can't edit already written scripts with AI or produce scripts with AI and demand that an uncredited human edit them. these are actual, practical concessions extracted from employers that preserve working conditions and livelihoods. these are good political aims worth fighting for! but as you quote me saying, they are achieved through organized industrial action and not through shouting at twitter users innit

[arlana-likes-to-write]

Happily Never After

Part 2 of Holiday Compromise

Summary: With your company expanding and dealing with your parents trying to get a hold of you, your plan to purpose to Wanda has been put on hold.

Note: Their will be MAJOR spoilers in the warnings.

Warnings: implied sex, nudity and non sexual nudity, drinking, stalking, threatening message, kidnapping, reader is a simp for Wanda and the boys, Vision is a decent man, talk of past trauma.

Word Count: 9.7k

"Have you asked her yet?" You looked up from your computer to see Natasha enter the conference room. Her arms were filled with her travel mug, breakfast, and laptop. She sighed when everything was out of her hands. She opened the brown paper bag, pulled out a breakfast sandwich, and handed it to you. You thanked her with a smile, but her question caught up with you.

"If I asked her to marry me, wouldn't you be the first to know?" You opened your food and took a bit, moaning at the taste. "That was stupid," it was a little muffled from the bagel in your mouth. Your comment received a quick slap to the back of your head. "Ouch," you whine, mouth full of food. You slapped her back, and she was quick to attack.

"Children," Yelena warned as she entered the room, followed by Shuri and Bucky. "Enough," Natasha mumbled something you missed in Russian and angrily sipped on her coffee. You laughed at her dramatic behavior and felt a little bad for Yelena. The blonde had to deal with you and Natasha as kids. Nine times out of ten, it ended up in a fight. "Can I see the ring?"

You smiled, took it out of your pocket, and slipped it across the table for the blonde to see. You bought it two days after the vacation with the family of three while Wanda was at work and the twins were at Vision's. It was a three-diamond ring from Tiffany's. The stones were pear-shaped. The ring was simple but flashy. You wanted to woo her. That was three months ago, and it was almost May.

Once Yelena was done, she handed it to Shuri. "I'm surprised you haven't lost it," Shuri teased and gave it to Bucky.

"Not a bad ring boss," he tossed it back to you and caught it. But Shuri is right," he said, taking his usual spot by the door. "You better pop the question before you lose it, or she finds it." Your team laughed.

"Why are you all picking on me?" You groaned. "I can fire all of you." Natasha chuckled.

"Please, your name is on the building, but everyone knows we run this company," you said, flipping the redhead off.

"Right, just remember I sign your checks each week," you deadpanned. "Let's go over any last-minute changes and questions we want to ask them." Your team was meeting with Tony Stark, Pepper Potts, and Bruce Banner of Stark Industries. When the holidays were over, an email from Pepper was in your inbox looking to form a business deal and collaborate with you. It was a dream come true to work with the Starks, and you wanted everything to go smoothly, which is one of the reasons why the ring was still with you and not on Wanda's finger. You were busy; if this meeting went well, you would be even busier.

You loved your job—making high-tech wearable devices like smartwatches, fitness trackers, and smart clothing. But at the end of the meeting, you were hoping to create a new line with Stark's AI system—FRIDAY. Wanda was supportive through it all, making you love her even more. She would ensure you were eating, drinking enough water, and spending time away from your desk. All of her actions made the ring feel heavier each day.

*

A gentle knock on your home office's door pulled you away from your paperwork. Much needed to be done since the deal was made with Stark Industries. It was Wanda, wearing one of your button-up shirts, and the sleeves were pushed up to her elbows. You were pretty sure she was speaking, but the only thought in your head was how good she looked. The shirt was barely long enough to cover her red underwear. Her bare feet closed the distance between you and her. Carefully, she maneuvered onto your desk and sat down on the space. She could have ruined months of work, but it wouldn't have mattered to you. "Darling," she cupped your face in both her hands. "I was talking."

"And I wasn't listening," you admitted and grabbed her right foot, digging your thumb in the soul as you kissed her ankle. "I was thinking how beautiful you are, but how sexy it would be for my bite marks to cover your thighs," you bite down on the inside of her thigh. A hiss turned into a quiet moan left your girlfriend's lip. "Tell me what you were saying, baby."

"The boys are finally asleep," you continued your assault, littering her thighs with hickies. "Maybe," a quiet moan left her lips so she wouldn't wake the twins. "Extreme ice cream sundaes on a school night was not a good idea," you smirked. That was your idea, wanting to celebrate the deal with them.

"I'm sorry," you stood up slowly, undoing the shirt's buttons. Groaning when you saw she wasn't wearing a bra. "Tell me how to make it up to you," you loved the goosebumps that covered her skin. She was so sensitive, you loved it. When she didn't respond, you kissed her cheek and down the column of her throat. A sharp bite sent her hands to grip your hair. "Tell me, baby, I won't ask again."

"I need," her voice shook. You could feel heat radiating off her skin. "I need you to make me cum." It was the consent you needed. You pulled her hips to the edge of your desk and knelt between her lips. The paperwork that the team required tomorrow was no longer important. All you wanted -no, all you needed was to make your woman cum. Over and over again.

*

You splashed the cold water on your face to clean off the face wash. You were trying to be quiet as Wanda was asleep in bed. She tried to stay up with you as you finished the rest of your work, but it was a battle you knew she wouldn't win. She fell asleep on the couch, and once you were done, you carried her to bed and got ready. You were exhausted. Your work was terrific and essential, but some days, it felt like your brain was melting and dripping out of your nose. Sighing, you pulled back the covers and were about to join your sleeping girlfriend until your phone rang. You quickly silenced it, jumping at the sound. Luckily, Wanda remained asleep. "Fucking hell," you whispered and looked at the caller ID.

It was a number you hadn't seen in a long time—three years, to be exact—your father. You felt frozen; all you could do was watch the call and go to voicemail. "Sweetheart," Wanda's voice brought you back to reality. Are you coming back to bed?"

"Yeah," you said, silencing your phone and plugging it back into the charger. When you lay down, Wanda immediately placed her head on your chest.

"What's wrong?" Her accent was always deeper when she was tired. You thought it was cute. "Your heart is racing." Dammit. You hated how much your family affected you.

"It's because I'm in the presence of a goddess," she pinched your side and moved to rest her chin on your chest. You seemed to get lost in the green of her eyes. "I'm okay, baby. Just got a lot on my mind at work." She squinted her eyes at you.

"We are a team, remember?" You smiled and nodded.

"I remember," she kissed you softly and placed her head in the crook of your neck. "Sleep, baby. I promise I'm okay."

*

There was only one knock on your door before it opened to reveal your secretary, Sarah. "You have a visitor," you glanced at the clock. It was around lunch, and Wanda texted you this morning to say she wanted to spend it with you. You waved her in and focused on the phone call with Tony.

"Look, all I'm saying is we could partner with Odinson and Laufeyson and cut the cost of materials. It's a win-win" It was innovative thinking, and expanding both companies with New Asgard would be amazing. You watched Wanda walk, still in her uniform and a food bag. “Brunnhilde owes me a favor. She could set up the meeting," your girlfriend sat in front of your desk. You put up one finger to tell her you were almost done. She nodded and pulled out the food she brought.

"Yeah, it's a smart idea," you glanced at your calendar. The twin's birthday was marked on it, and it was coming soon. You made a mental note to order their birthday presents so they would arrive on time. "See if you can do it in a few weeks. I'm a little swamped at the moment." you chuckled.

"I've been telling you, kid. You need to delegate and hire some interns," you rolled your eyes and pulled the phone away from your ear, sending a playful glare to Wanda as the billionaire went on a tangent. It's fair. It was on your to-do list. Wanda giggled.

"Tony, I love you and hear you," you cut him off. "But my girl is here and I want to have lunch with her. Can we table this for another time?" You liked the blush that covered Wanda's cheeks. The man laughed.

"Enjoy, kid. Remember, don't do anything I wouldn't do, which isn't saying a lot," you chuckled. The billionaire was insane, but he was also a great business partner.

"Bye, Stark," you hung up before he could say anything else. "Sorry, I think the man likes to hear himself talk." You opened the sandwich she brought for you.

"It's fine," Wanda smiled. "How's your day been?" So you told her about your day; the endless amount of meetings and phone calls was taking a toll on you. She suggested taking another short vacation, just you and her. "It would have to be after the twin's birthday. You know that is coming up, right?"

"How could I forget? It's marked in my calendar." You showed her your calendar. You wrote it in red and circled it so it would stand out, and you wouldn't forget.

"I have something to ask you," you hated her tone and the way she played with the rings on her finger. "It's on behalf of the boys." It made you feel a little better.

"Baby," you reached for her hand and squeezed it. "You can ask me anything."

"The boys want to have their birthday party at their father's house," that made sense. His house was bigger; he had a yard and a pool. It was the perfect spot for a middle school birthday party. You figured this was about spending their birthday on a different day. "They want you to come to the party," you dropped her hand in shock. They wanted you to attend a party at your current girlfriend's ex-husband's house with his girlfriend. Fuck no. Hell no. "I know it's a lot, and you do not need to make a decision now. I told them it may make you uncomfortable?"

"Does Vision know they want me there?" Wanda sighed.

"He does and," you gave her a look to continue. "He was okay with it as long as you are." You blinked at her a few times, mouth opened slightly.

"Come again. That man has not liked me from day 1." You weren't looking for his approval, but you wanted things to be civil. Unfortunately, he was the twin's father. Wanda took your hand.

"I think he's starting to realize you aren't going anywhere," Damn straight. You were here to stay. "It helps that the boys like you, and we may have had our differences, but he loves them." That you knew was true. A small part of you, the younger you, was jealous that Wanda and Vision could still be parents to the twins through their divorce. Their main priority was Billy and Tommy, unlike your parents, who prioritized themselves.

"I'll think about it," if they wanted you there, then you could consider it, but God, it would be awkward. You hated awkward situations.

"Thank you," she helped you clean up and walked her to your office door. "Are you staying late?" You nodded. She brought her fingers to your temple and rubbed them. You moaned and fell into her. Her laugh made you feel lighter. "Don't stay too late, okay? You need sleep."

"I know. I'll text you when I'm done," you kissed her softly. "I love you." It was such a simple three-letter word, but it made your heart soar every time. You wondered if you said it enough.

"I love you too, sweetheart. Please take care of yourself," she said, fixing the collar of your shirt. "The boys and I need you," you said, cupping her cheeks and brushing your nose against hers.

"I need you too. Always."

*     

It was late. So stupidly late that you were annoyed with yourself that you couldn't keep your promise to Wanda. There was one thing left to do on your to-do list. All you had to do was sign the contract Pepper sent over and send it back. However, your mind was so focused on what Wanda asked you that the words blurred today. So you opened a bottle of whiskey and poured yourself a glass. Soft jazz music played from the record player that Melina got you. "What the hell are you still doing here?" Natasha opened and closed your door. "Don't you have a woman keeping your bed warm?"

"I guess I could ask you the same thing," you said, grabbing an extra glass and filling it. "Instead of a woman, it's more like two strong and muscular men," she said, taking the full glass you offered.

"Are you jealous?" you cringed. Dating and sleeping with men were not your thing. "Come on, tell Mama Nat all of your troubles and how she can help," she sat down on your couch and flopped on the spot next to her.

"You can never say that in my presence. Keep that in the bedroom," the redhead threw her head back in a laugh.

"Come on, boss, what's going on?' You joined her on the couch with the bottle and your glass."

"My mind is all over the place. With the deal with Starks, Wanda asked me something, and-" You took a sip of your drink, stopping yourself from telling her about the phone call from your father.

"What happened between you and Wanda?" You sighed.

"The twin's birthday is coming up. No, you can not get them anything," she pouted in protest. "I'm still apologizing for the Christmas mess," she shrugged. "The party is at Vision's house, and they want me to go."

"Oh," Natasha let out a slow breath. "Shit," you laughed, finished your drink, and poured yourself another one. "So, do the boys want you there or Wanda?"

"The boys asked Wanda to ask me," you simplified. The redhead nodded. She was biting the inside of her cheek and moving the liquor in her glass.

"So you go," she shrugged. Your jaw dropped. Was she serious? She knew you hated awkward situations; you avoided them like the plague. "Look, it's huge. The boys want you there. It speaks volumes that they want you there to celebrate with them. You go for them."

"You make it sound so easy," you groaned, throwing your head back.

"Because it is," she flicked you on your cheek. "The twins love you. Everyone sees it. It's no surprise they want you there. Besides, if Vision gets on your nerves, throw him in the pool," she tried to hide her smile in her glass. "He uncanny acts like a robot; it may short-circuit his motherboard or something." You laughed hard. It made your stomach begin to hurt. The red joined in, and you fell against each other. Natasha always knew how to make you feel better. You were grateful for her.

Your phone ringing caught the laughter between you and your friend. "It's probably the misuses," you fished the phone out of your pocket as Natasha picked up the two dirty glasses. It was not Wanda. Oh, how you wished it was. "Who is it?" You forgot Natasha was still in your office. She ripped the phone out of your hand when you refused to answer. That snapped you out of it. "Your fucking mother. What the fuck does that cunt want?"

"I don't know because I didn't answer it," you deadpanned. She ignored the call and threw it on the couch next to you. You caught it before it bounced off.

"How long has seen been trying to reach you?" Her green eyes turned stormy, and you felt yourself shrink under her intense stare. It was impossible to lie to her. You used to joke that she was a Russian spy in her past life.

"Not long," you mumbled. "My father called me a few days ago. It's the first time she's called me," she huffed and threw her arms up, then on her hips.

"Why didn't you tell me?"

"Because it's not that big of a deal," your phone beeped, and you saw she left a voicemail. "Nat, you know how they are. They call when they need money. I ignore them, and when they find the money through someone else, they stop calling. It's the same way every time."

"I'm calling Melina."

"No!" You said suddenly and stood up. She raised an eyebrow at you with her phone in her hand. "I do not need the Russian mob going after my deadbeat parents. It will blow over."

"My parents aren't in the mob," you weren't 100% sure you believed her. Alexei had tattoos that would make any criminal go running. But she placed her phone back in her pocket. "I don't like this." You knew she wouldn't. It was another reason why you didn't tell her. She was very protective over you when it came to your parents. She had to mend a lot of the broken pieces caused by them.

"I know," you stood up, walked over to her, and placed your hands on her arms. "But they can't hurt me anymore." Natasha sighed, pinching the bridge of her noise.

"Promise me you will not give them anything. They don't deserve it," you nodded. "And promise me, if you don't feel safe, you call Maria or Melina." You nodded again. "I need to hear you say it."

"I promise." You knew they wouldn't intentionally hurt you, but to ease her nerves, you made the promise. Natasha pulled you into a hug, and you slumped against her. You felt safe. You felt like everything was going to be okay."

*

"Now, where are you off to?" Sarah asked when you stepped out of your office.

"I'm going to surprise Wanda at work," you smiled. "Can you transfer all calls to my personal? Oh! Do you want anything? I know you like their Ruben." She rolled her eyes.

"Yeah, and get me a slice of their cheesecake." Now that was a brilliant idea. She reached for her purse.

"If you hand me money, so help me, woman, I will slap you," she threw a piece of paper at you. Before you could retaliate, your phone rang. You stuck your tongue at her and answered it. "Hey, Wands, I was about to come see you."

"Actually," your smile dropped, and you stepped away from Sarah. "I need a favor." You hated how fast your heart started to beat. "Tommy and Billy have a half day that Vision and I forgot about. Can you pick them up? Vision will get them from you when he can."

"Of course. Jeez, you almost gave me a heart attack," she laughed. "I'll leave right now. I love you. See you tonight?" You questioned.

"Yes, and I love you too," you smiled and hung up. You faced Sarah.

"Duty calls," you gave her a salute. "I'll get you food whenever the boys want to go." Sarah laughed with a wave of her hand.

"Enjoy your time with them. We'll hold down the fort here."

Picking up the twins was always a walk in the park since your name was on the approved pickup list. The only annoying thing was the receptionist, who liked to flirt with you. You clarified that you were seeing someone, but she didn't care. The twins loved to tease you over it, much to Wanda's dismay.

You brought them to The Western Flavor for lunch. "Okay, we need to establish some rules," you said as they opened their menus. "Real food first, then desserts or your mother may break up with me." Billy laughed.

"It would take a lot for Mom to leave you."

"Yeah, I think you are stuck with us." You were more than okay with that. As you decided what to order, the twins updated you on all the school gossip. You forgot how crazy it was to be in middle school. Once the waitress brought your food, you noticed a change in their behavior. "Alright," you took a sip of your drink. "What's going on? Why are you acting weird?"

"Puberty," Tommy answered. You glared at them both. Billy rolled his eyes.

"Has Mom asked you about our birthday party?" Shit. Wanda asked you three days ago; the party was in a week.

"She did," you answered slowly.

"And?" Billy asked.

"Boys-," you sighed.

"Please, we really want you there," Tommy pleaded. "You are the only adult who will play with us in the pool." You laughed at that. He wasn't wrong. The weather was in that weird phase of not spring but winter. You looked at the weather for next week, and it was supposed to be in the mid-70s to early 80s.

"Plus, we asked Dad, and he said it was fine." Billy took a French fry from your plate. "Well, we didn't ask Tiffany, but it's not her house, so her opinion doesn't matter." Tommy nodded along with his brother. The twins' clear dislike of their father's girlfriend made you snort, which caused them to laugh at you.

"Okay, fine, I'll go," they cheered, and you couldn't help but smile at how excited they were. "However, if I find myself in one awkward encounter with him, I will use you two as my decoy."

"Aye, aye, captain," Tommy said.

"Sir, yes, sir," you rolled your eyes and threw your straw wrapper at them. They discussed everything that was going to happen at their party. You made a mental note to ask Wanda how you could help. You groaned when your phone started to ring. The boys laughed at your displeasure. Glancing at it, you saw it was your mother. They could not take a hint. You silenced the ringer and focused on figuring out what milkshake you wanted.

"Who was that?" Billy asked.

"No one important," you answered and stole a look at the twins. They were staring at each other. It reminded you of Wanda's look when she didn't believe the story the boys tried to spin. It was a little uncanny how similar the look was. "It was my mother. We don't have the best relationships?"

"Is that why you spend holidays with us instead of your mom and dad?" Billy asked with a slight tilt of his head.

"Yes, before you guys, I would celebrate them with my coworkers or Natasha and Yelena." You spent a lot of Christmas and Thanksgiving at the Russian household. The last holiday you spent with your parents was when you were 11.

"Why don't you like them?" Tommy questioned.

"You don't have to answer that," Billy quickly added, glaring at his brother. You smiled. Kids were curious by nature, but it was okay. Besides, you've spoken about your relationship with your parents in therapy. It was easier.

"My parents divorced when I was around your age, but unlike your parents, they don't care about me," Billy frowned at your confession. "So they only call me when they need money or something from me."

"Parents shouldn't do that," you agreed with Billy, but sometimes, that wasn't the case. The waitress came by to collect your plates and asked if you wanted dessert. The twins wanted a milkshake, and you got a fudge sundae. She left with your order.

"Tiffany says that about mom," Tommy said. "That she is just with you for the money."

"Tommy," his brother hissed, slapping his brother under the table. So it was supposed to be a secret. You wanted to have a few words with Tiffany.

"You know that's not true, right?" They nodded.

"Trust me, we know," Billy said. "If mom were with you for the money, we wouldn't still live in our small apartment." You laughed, shaking your head.

"I don't like Tiffany," Tommy cringed, twitching his nose like Wanda when she said or tasted something she didn't like.

"Tommy!" Billy said again.

"What? Stop trying to be all high and mighty. You don't like her either," you smiled as Billy slumped in the booth.

"Your secret is safe with me," you promised.

"She's just so-" Billy groaned, unable to find the right words. "There is something about her we don't like." The waitress brought you the desserts.

"Maybe because she's dating your dad," you suggested and ate a spoonful of ice cream. It was weird; you liked the feeling of the brain freeze. Tommy shook his head.

"You are dating our mom, and we like you," he said. It was always nice to hear that. Anyway, what are you getting us for our birthday?" You laughed. You loved these boys so much.

*

"Pop a squat, boys," you told them when you entered your office after you dropped off Sarah's food. "Your dad will pick you up when he's done with work. So homework than video games."

"Awe, come on," Tommy whined. "Aren't you supposed to be the fun parent?" Parent. He called you the fun parent. It was so strange how that single word could fill you with butterflies.

"Homework while I do my job, then we can play Mario Kart," you compromised. They seemed content, and they got to work on your couch. You figured you had 45 minutes to tack your to-do list. So you followed their lead and got to work. You were 15 minutes off, and 30 minutes later, they were standing in front of your desk with their homework done. You glared at the boys and ignored the smiles on their faces.

"You promised," Billy said. Sighing, you reorganized the papers on your desk.

"Come on, boys. It's time for me to kick your butts in Mario Kart." They cheered and followed you to the conference room. You kept a few game consoles set up in there. So you set up the game and began to play.

You loved this time with the boys. When you first started dating Wanda, you were worried about the twins not liking you. They were a little standoffish, but you bonded with them over video games.

You were gifted an early copy of "Edge of Vengeance: Retribution," the second game in the franchise, by the developers. The first one was okay but not your favorite. So when you were at dinner with Wanda and the boys, you overheard the twins talking about it. You gifted it to them the next day. The smile on their face was something that would stick with you forever.

"No fair!" Tommy wined and dropped the controller onto the table. "You have to be cheating." You crossed the finish line, once again in first place.

"I'm sorry, little man, I'm just better than you," you teased and dusted off your shoulders. Billy laughed. He gave up trying to beat you a few rounds ago. You laughed as the door opened. It was Sarah.

"Their father is here," she told you. You nodded and paused the game.

"Alright. Grab your stuff," they put their controllers away without asking them.

"I almost beat you in the race before the last one," Tommy said. You stood between them as you walked to the elevator and into the lobby. "It was so unfair you used that shortcut." You smiled.

"Then you should have said we couldn't use short cuts," you said as the door closed and descended. "It's your fault." Billy laughed.

"She's got you there,"

"You are supposed to be on my side, jerk," Tommy lunged for this brother, but you grabbed his backpack and pulled him back.

"Enough," you told him. "The last thing I need is for you to break the elevator." The doors opened, and you walked out with your arms around your shoulders. "You'll get me one day, buddy; just don't give up." You found Vision as soon as you entered the lobby. Dressed in a suit and his arms crossed, he seemed a little out of place.

"Hi, Dad," Billy walked over to him and hugged him.

"Hello, boys. Did you have fun?"

"We did!" Tommy smiled. "Y/n, let us play Mario Kart." Their father looked at you.

"I made sure they did their homework first," you weren't completely useless when it came to kids.

"Thank you for picking them up. It slipped our minds."

"It's no big deal," you told him and shrugged. "I know my schedule is more flexible, so whenever you guys need me to pick them up, I can," he nodded.

"Dad, dad," Tommy pulled on Vision's arm. "She said she'll come to our birthday party."

"If that's okay," you added on quickly. "I don't want to intrude." The man must have given himself whiplash on how fast he looked at you and his son.

"You won't be," he said, even though his voice sounded strained. "You are always welcome." Your jaw almost dropped. What was happening right now? "Come on, boys. Let's get out of her hair. You can be quite a handful," he teased and ruffled their hair. The boys said goodbye, and you waved after them, unable to find any words after that bizarre encounter with your girlfriend's ex-husband.

"Are you okay, boss?" Bucky asked, walking over to you from his post.

"I think I need a drink after that," the veteran laughed.

"You are so dramatic," he said. You stuck your tongue at him and walked back to the elevator. After a few more hours of work, you will be home with Wanda.

*  

"Smells good," you smiled over your shoulder as Wanda entered the kitchen after her shower. Once Wanda's shift ended, you met her at the diner and drove you back to your house. While she showered away the day, you started on dinner. "Do you need help?" You shook your head.

"If you want to pick a wine to go with this, go right ahead," you had a pretty impressive wine collection and knew Wanda loved pairing a bottle with whatever dish. When she quit the diner, you would push her to culinary school. Once you placed the food, you carried the plates to the table, and Wanda brought the wine. She thanked you for cooking with a kiss. You spoke about nothing and everything. She caught you up on the latest drama at the diner and you gave her updates on work. Most of the time, you ate in a comfortable silence. It was one of your favorite things. There was no need to talk and fill the silence.

"So," you sipped on the wine. "I talked to the twins about their party." She nodded slowly and poured more wine from the bottle into her glass. "I will be going," you watched the relief wash over her. "If you wanted me to go so bad, you should have said so," you chuckled.

"I didn't want to put you in a situation you weren't comfortable in. I can deal with Vision. I don't like Tiffany," her nose scrunched in disgust. You laughed. Mother like son.

"What do you need help with?"

"Nothing," you glared at her. "I'm serious," she laughed. "Vision hired a catering service so I don't have to cook, and he rented extra chairs and tables from a party company. I may decorate the backyard, but everything is taken care of," your eyebrows went to your hairline. "I was shocked too, but all you have to do is show up," she stood up and picked up the dirty plates. "And look hot while you swim." You laughed and joined her in the kitchen. She was rinsing the dishes and placing them in the dishwasher. You wrapped your arms around her waist.

"Are you ready for all the horny moms to eye fuck me the entire time?" Your girlfriend tensed up. You chuckled and pushed her hair out of the way to attack her neck with your lips. "Don't worry, baby. I only have eyes for you," you moved your hand underneath her shirt and felt goosebumps that appeared on her skin. "So sensitive," you teased. She dropped the plate in the sink and spun around quickly. Her lips attached to yours.

"You are mind," she mumbled against your lips. You picked her up with your hands underneath her things. The dishes could wait a little longer.

*

"When are you going to be home? I miss you." You chuckled. "What? Can I not miss my girlfriend leaving me alone in a cold bed."

"That bed is not cold because you like the house at 79 degrees," your girlfriend huffed. "Not even an even number when you know I hate odds," the woman had the audacity to laugh at you. "I miss you too, by the way. You know I'd rather be there with you than here."

"I know," she sighed. "How much longer are you going to be?" You looked at the stack of mail on your desk Sarah brought in before she left.

"30 minutes, an hour tops," you answered and pinched the bridge of your nose. "I have a headache," you whined.

"Drink some water and wear your glasses," you groaned. "I'll try to stay up and wait for you."

"Don't worry about it, baby," you leaned back in your chair. You need your sleep. I'll try not to wake you when I get home." Wanda was pulling a double shift tomorrow, and the ring on your desk seemed to tease you.

"I love you, sweetheart," you smiled at Wanda's sleepy voice.

"I love you too, baby," you said as you hung up and picked up the jewelry box. You were so busy. Thor and Loki agreed to work with you and Stark Industries, so that meant more paperwork, deadlines, and headaches for you. You wanted to get as much done before the birthday party as possible before the short weekend getaway you and Wanda planned.

You didn't have enough brainpower to plan a proposal. You wanted to involve the boys, but that's all you had figured out.

Sighing, you put the box down and picked up the stack of mail. A lot of it was junk, a few letters from organizations thanking you for your donations and a magazine subscription you don't remember signing up for. However, an envelope caught your attention. There was no return address and no postage mark as if someone had just dropped the letter off. Carefully, you opened it up and pulled out the letter.

Your stomach dropped immediately. The letter was created by cutting out maginze letters and gluing them together. It was something you saw out of an actual crime show. It read: 'Pay us what you owe, or they will get it.' A snake wrapped around your heart. It was difficult for you to breathe. You ran your hands over your face. As your hands shook, you picked up your phone and called an old friend.

"Why do I smell trouble?" Maria answered on the second ring. "Do I need to bail you and Natasha out of jail again?" You could have laughed if bile wasn't forming in your throat.

"Maria, I need you to come to my office," you said. "It's an emergency." Could she hear the shake in your voice? Fuck, your heart was pounding against your ribs. You were going to have a panic attack. "Ria, I need you."

"Shit," you heard movement on her side. "I'll be right there. Do I need to stay on the phone with you?"

"No," you said. "I'll be fine. Just hurry, please."

"I'll be right there. Do your breathing exercises for me, okay? You're no use to me if you pass out," she managed to make you chuckle.

"Thanks, Ria. I'll see you soon," she hung up. You stood up and walked away from your desk. You needed to get away from that letter. So you paced—5 steps one way, turn around 5 steps the other way, and repeat and repeat. It helped lessen the tension in your chest, and you began to breathe normally. It was going to be okay. You kept repeating that mantra in your head.

* 

You opened the door before Maria could knock. "I heard you," you answered your unasked question.

"If you didn't sound so flustered on the phone, I'd joke about how creepy that is," she got you to smile. "Alright, what is it?" You waved her over to your desk and pointed to the letter. She put gloves on and picked it up. She read it over a few times. "Has anyone else touched this?" You shook your head.

"I was the only one to touch the letter, but Sarah may have touched the envelope." She nodded and placed the letter in an evidence bag.

"Okay, your fingerprints should still be in the system, so we can cross-reference yours on the letter," you rolled your eyes.

"You get arrested once, and it's all anybody talks about." The agent smirked.

"If I remember correctly, it was four times, and Fury was the first one to arrest you." You smiled and sat down on the couch.

"How's the big man? Still causing you headaches." Maria sat beside you, throwing her feet on the small table.

"Always. He misses you. Had to handcuff him to his chair when I told him you called and needed something." Now, that would have been a sight. You missed the man, too. There was a part of your childhood where you rebelled; not even Natasha's family could ring you in. It was a desperate attempt to get your parent's attention. Instead of getting their attention, you got the attention of Nick Fury. The man arrested you for breaking into an abandoned building and vandalism. You liked tagging buildings when you were younger. Since it was your first offense, you were sentenced to community service, which Fury oversaw.

He saw something in you that not a lot of people did. A young girl who was looking for someone to believe in. So when his agents brought you in three more times, he kept it off your record and became a mentor to you. If it wasn't for him and Natasha's family, you would not be the CEO of your own company. You owed them a lot.

"So, who do you owe money to?" You gasped at the accusation. "Look, you know I have to ask and look at every angel." You knew that but still it hurt.

"I don't own anybody anything," your headache was coming back full force.

"When was the last time you spoke to your parents?" You sighed, crossing your arms.

"3 years ago, almost 4. It was about the boat incident on Oneida." Maria nodded. "They've been calling me the past week, but I've ignored them."

"I will get a judge to sign off on your phone records and security camera. Hopefully, we can catch who dropped this off," she placed her hand on the back of your neck and squeezed it. "We'll figure out who did this," she promised. "It could also be a competitor. The deal you made with Stark has made headline news. Do you want me to assign agents to Wanda and the boys?" You shook your head.

"I don't want to worry them. I'll," you sighed and rubbed your hands across your face. I'll talk to them about it." She nodded, and you rested your head on her shoulder. Maria was similar to you. Her home life was not ideal, and it seemed Fury had the tendency to adopt strays and keep them underneath his wing. Unfortunately, she had to bail you and Natasha out of trouble every once in a while.

"How long have you been here?" She softly asked. You closed your eyes.

"I got in around 9," you answered. It would have been earlier, but Wanda held you hostage in bed, and it was very hard to say no to sleepy Wanda.

"You realize it's 11:30, right?" you groaned and nodded. "Go home, bean," she said. "Go home to Wanda and the boys. We'll take care of everything." You believed her. She was the deputy director and the leader of an impressive team. You trusted her with your life.

*    

When you closed the door to your house, you felt the weight on your shoulders leave. It felt easier to breathe. You threw your bag on the couch, took off your shoes, and made sure to set the house alarm. Walking to your room, you checked on the boys, who were fast asleep. Good. You kept walking and found Wanda fast asleep. Her hair framed around her head. The blankets were pulled up to her chin. The sight made you smile, and you stripped out of your clothes and climbed into bed beside her. Usually, you would shower and change into pajamas, but you wanted to be in the safety of your shared bed.

Trying to avoid waking her, you pulled back the covers and laid yourself next to Wanda. Your head in the crock of her neck, inhaling her sent. She smelt of lavender and soothed your throbbing headache. On instinct, she wrapped her arms around you. Most nights you held her, you loved the feeling of her in your arms. Sometimes you needed to be held. "My baby," she mumbled, still clearly asleep. You smiled and kissed her shoulder.

"Yours, my love," you whispered. "Yours now and forever." You weren't going to let anyone hurt your family.

*  

Oh, you were going to throw up. You desperately wanted to arrive with Wanda, but a video call with Tony, Shuri, and Thor was scheduled, and you could not reschedule it. The party officially started in two hours, but you wanted to show up early and help. Pumping yourself up, you knocked on the door with your free hand. The presents for the twins were in one hand, and your swimsuit, change of clothes, and a bottle of wine were in your backpack. The door opened. "Y/n," Vision said. Was he smiling at you?

"Vision," you forced a smile of your own.

"You're here!" You heard the thundering footsteps of the twins racing towards you.

"I'll take these," he took the presents right before Billy and Tommy threw themselves at you. "They've been on a sugar rush all morning." The man looked fondly at his sons, who were crushing you. Damn, where are they always this strong? They may break a rib. "Alright, boys," Vision chuckled. "Let her breathe." What the fuck was happening? Did you walk into a different timeline? Billy let go of you first, but Tommy kept hugging you.

"Happy birthday, boys," you ruffled Tommy's hair. "Are you excited for the party?"

"Yes!" Tommy said. "Let's go swimming." He grabbed onto your hand and began to drag you to the pool.

"Tommy," the boy froze at his father's tone. "You promised to help Tiffany in the kitchen. Go help her with your brother, then you can go in the pool." Tommy groaned and headed towards the kitchen, dragging his feet behind him. Billy rolled his eyes and followed his brother. Vision sighed. "They may send me to an early grave," There was a smile on his face.

"Oh, I can take these back," you reached for the presents, but he shook his head.

"I can take these to the table. Wanda is outside," you stared at the man as he left you in the entryway. You shook your head and walked over to the back door. Vision was right. Wanda was putting together a banner. Her back was to you. Quietly, you opened the door and walked over to her. She jumped when you wrapped your arms around her waist. The smell of her perfume helped you relax. Soon she relaxed in your arms.

"Hi baby," you whispered and kissed her cheek.

"How was the meeting?" She asked as she worked on the banner. You sighed.

"It was okay," you threw your bag in a chair and began to help her. "I think Thor has more energy than Tony." Wanda chuckled. You continued to place the letters together to spell 'Happy Birthday' in silence. Until a question was burning on your lips. You glanced at the house. "Is Vision okay?" You asked slowly. "He's acting strange, like Tommy hit him in the back of the head with a football." A smile slowly crept onto Wanda's face.

"No," she laughed. "He's been in a good mood since I got here," she shrugged. "I'm not going to look a gift horse in the mouth." You narrowed your eyes at the house. Something strange was happening here.

You hated to admit how much fun the party was. You spent a lot of your time being dragged around by the twins and involved in whatever game they wanted to play. They somehow convinced their father to play a game of chicken with you in the pool. You learned that the man would do anything to make his boys smile. It was annoyingly adorable.

The only issue you had was Tiffany. She cornered you in the kitchen when you made another pitcher of lemonade. Well, corned was a strong word, but she was interrogating you about your work and family.

Besides that, you enjoyed spending time with Wanda and meeting the parents of the twins' friends. It felt like you were part of the family. You sang Happy Birthday, ate cake, watched them open presents, and cuddled with Wanda while you watched Tommy and Billy run around with their friends.

Once the party was over and the last guest left, you grabbed a trash can and began picking up the backyard. It wasn't long till Vision joined. You held open the bag for him as he picked up bottles that missed the trash can. "You made their day by coming," he said, breaking the silence. I think they'll be talking about it all year." You stared at him, eyes squinting. Did I say something?"

"Vision, what the fuck is going on?" He seemed startled by your sudden outburst. "This is the most you've spoken to me since Wanda and I started dating." The man sighed. He walked over to the cooler and opened it. Returning to you, he handed you a beer. You watched him open it and offer you the bottle. You hit yours against his and opened it. You've never seen this man drink before. You really were in a weird timeline.

"I did not like you when you first started dating Wanda," you chuckled. Everyone with eyes knew that. "It was mostly my fault our marriage fell apart. I became complacent and did not realize what I had, and then she was gone." You frowned. Vision took another sip from the bottle. "And Billy and Tommy loved you. On my weekends, they would not stop talking about you." You understand now.

"I'm not here to steal your family, Vision," the man sighed.

"Well, I know that now," he said. "Billy helped me realize how unfair I was treating you. You always thought that boy was wise beyond his years. "So I am sorry. I hope one day you can forgive me." You weren't one to hold grudges, especially when the person was open and vulnerable with you.

"Water under the bridge, Vis," you said. "But thank you for being honest with me." He smiled and began to take down the remaining tables. Since it was a day full of confessions, you had one of your own. You took a sip of your beer. "I have a hypothetical question," he glanced at you while he laid the table on the grass. "How difficult is getting an Order of Protection in New York?" The man froze. "Hypothetically," you said again. Vision was a lawyer and part of the team for the district attorney. If anyone knew the process, it would be him.

"Am I that bad?" He joked. You rolled your eyes and mumbled, 'Jackass.' He chuckled and sipped his beer. "Hypothetically speaking, it can be filed in a criminal case or family court. Would this hypothetical order of protection be against a family member?" You crossed your arms.

"Hypothetically, yes," he sighed, watching his eyes look you up and down.

"Then hypothetically, you would need to file a petition that tells the judge and respondent what you would want," you nodded and took a step forward. "This hypothetical order of protection," you rolled your eyes. "Are Wanda and my sons in danger?"

"No," he gave you a look that he wasn't convinced. "No," you repeated. "Nothing will happen to them. I promise."

"Have you spoken to Wanda about this hypothetical order of protection?" You looked at the house and saw Wanda trying to get the twins to help clean up and put their toys away. She caught you staring, and she waved, but you saw the question in her gaze; 'Are you okay?' You nodded and waved back.

"I have not," he hummed.

"A little advice," you looked back at the man. "Tell her. She hates being lied to. She rather know the truth no matter how bad it is," you knew that. Sighing, you rang your hand through your hair. You felt his hand on your shoulder. "You are good for her."

"Thanks, Vis," you smiled. He nodded and began the original task of cleaning up. You finished your beer and threw the empty bottle in the trash. You placed your hands on your hips and looked around the backyard. Today was good. You hated to ruin it with your family bullshit.

*

"I am tired," Wanda slumped on the couch, not bothering to take off her shoes. You smiled, dropped your bag, and toed off your sneakers. Sitting by her feet, you unclipped her heels and dropped them to the floor. You massaged her calves and thighs. She groaned and flipped onto her back, letting her hair down from the ponytail braid.

"You did good, mama," you whispered. "A successful party if I say so." Wanda climbed onto your lap, her hands behind your head, playing with the hair. It was relaxing, and you felt your eyes closed.

"What were you and Vision talking about?" Your eyes snapped open, and you cringed.

"Can you not say your ex-husband's name while on my lap and the less-than-PG thoughts running through my head?" She laughed and rested her head in the crook of your neck. You ran her hand down her back, and she slumped against you. "I wanted some legal advice regarding my parents." The mention of your parents caused your girlfriend to tense up. She leaned back to look at you.

"Why ask Vision and not your lawyer?" Well, your lawyer was Melina, and you did not want to tell her what was happening. For the company, it was Carol. You learned very early on that mixing business and personal was messy.

"Because I was just looking for advice," she narrowed her eyes at you. "They've been calling me a lot."

"Why didn't you tell me?" You hated her tone. It made you feel like you were in trouble. You winced.

"They do this all the time when they want money," you said, feeling major deja vu when you were having a similar conversation with Natasha. You laid her down on the couch and hovered above her. "And I didn't want to worry you," Wanda sighed.

"What do you tell me all the time?" It was your turn to sigh.

"We are a team," you mumbled, kissed her cheek, and rested your forehead against hers. "I'm sorry."

"Are you okay?" Her eyes filled with worry and concern. You nodded. It was the truth. You were okay. "Is there anything else?"

"No," you said right away. The lie felt bitter on your tongue. She put her arms around your back and pulled you closer. When she first did this, you worried you would crush her. But she loved having you close. It was a physical reminder that you were hers, and she was yours. You kissed her shoulder. This was perfect. The little bubble of peace you both created was everything to you. You wouldn't change it for the world.

*    

"Wanda," she looked up from her notepad while she took her table's order. It was her manager, while another server was walking over to her. "It's your son's school," Wanda's heart plummeted. She apologized to her table and walked to her manager's office.

"Hello," she said once she was alone.

"Hi Wanda, it's Amanda." Oh, Wanda knew who she was. It was the receptionist who kept flirting with you. "Billy and Tommy haven't gotten picked up yet. We tried calling Vision, but it went right to voice mail."

"They are still at school," Wanda said slowly as if Amanda spoke a foreign language.

"Yes, ma'am. They are in the office, perfectly safe. Will you be in to pick them up, or will you send in someone else?" Wanda didn't miss her flirtatious tone but she was so stuck on the fact her sons weren't picked up from school on the day you said you would do it.

"I'll be right there," she told her and hung up before Amanda could respond. What was going on?

*   

When she frantically walked into the building, Wanda knew her boys were behind her. Bucky raised a questioning eyebrow but buzzed her through. It was rather comical when she ran right into Natasha. The collision caused the redhead to drop all her papers. "Wands, where is the fire?" She chuckled. "Isn't this how you fell in love with the boss? I'm sorry, sweetheart, but I'm spoken for." The memory always brought a smile to her face, but it tugged at her heart. Wanda and the boys helped pick up the papers. "Wait, I thought it was Y/n's day to pick up the little gremlins." She winked at the boys.

"It was, and clearly she didn't," Wanda handed her the papers she had picked up. So where is she?" Wanda hoped you forgot—that you got dragged into another meeting. Natasha's green eyes said something different. Her green eyes flickered to the trio in front of her and then to Bucky, who joined the group.

"She left about 45 minutes ago," she looked at Bucky, who nodded to confirm her story.

"Her phone is going right to voicemail," Billy added. Wanda watched your best friend's eyes turn stormy.

"Nat, what's wrong?" Natasha let out a shaky breath.

"Why don't we take the boys to the conference room?" she smiled. "I think the switch is still hooked up." The twins cheered and walked towards the conference room, leading the way. Natasha pulled out her phone and began to follow her sons, but Wanda stopped her.

"Who are you calling?" She glanced at the twins, who Bucky was now following.

"Maria Hill. She's-"

"An agent over at SHIELD," you spent one drunken night recanting all your stories with the agent and the red head. At the time it was funny but hearing Natasha say the agent's name made Wanda realize something terrible was happening. "Nat, what's going on?"

"I don't know," she put the phone to her ear. "But Maria will be our best bet." Oh, darling, what have you gotten yourself into?

* 

It was the pain radiating from your neck and the side of your head that woke you up. Black dots covered your Vision, and you blinked a few times for them to disappear. You were bound to the chair in a room you didn't recognize. You yanked at the restraints, but they weren't moving. "I'd save your strength," the voice came from the corner of the room. You knew that voice.

"Tiffany," your throat was so dry. "What the fuck?" Vision's girlfriend walked out of the corner. She looked different from the party. Her hair was pinned up in a bun. No hair seemed to be out of place. Instead of her dress at the party, she wore black slacks and a red body suit. You remembered her face was dolled up with makeup, not bare. She gripped your chin and forced your head back. You winced. "What are you doing?" You hated how much your voice shook.

"How good is your Greek mythology?" Was she speaking with an accent? It felt like there was cotton in your eyes. "What is the mythological creature that is a serpent with nine heads?" You racked your brain for the answer. "Come on, sweetheart. Do you need another hint?" You tried to swallow, but you couldn't. Fuck, you needed water. "If you cut the head off two more, grow it back." It clicked. Tiffany smiled. "Say it."

"H-HYDRA," you whispered.

"Say it louder," she demanded, nails dug into your skin.

"HYDRA," you said. She dropped her hand, and your head fell forward. "What do you want with me?" You kept your head down.

"In due time, darling. Rest. The real fun will begin soon."

-

Next part out here

[mariacallous]

Next year will be Big Tech’s finale. Critique of Big Tech is now common sense, voiced by a motley spectrum that unites opposing political parties, mainstream pundits, and even tech titans such as the VC powerhouse Y Combinator, which is singing in harmony with giants like a16z in proclaiming fealty to “little tech” against the centralized power of incumbents.

Why the fall from grace? One reason is that the collateral consequences of the current Big Tech business model are too obvious to ignore. The list is old hat by now: centralization, surveillance, information control. It goes on, and it’s not hypothetical. Concentrating such vast power in a few hands does not lead to good things. No, it leads to things like the CrowdStrike outage of mid-2024, when corner-cutting by Microsoft led to critical infrastructure—from hospitals to banks to traffic systems—failing globally for an extended period.

Another reason Big Tech is set to falter in 2025 is that the frothy AI market, on which Big Tech bet big, is beginning to lose its fizz. Major money, like Goldman Sachs and Sequoia Capital, is worried. They went public recently with their concerns about the disconnect between the billions required to create and use large-scale AI, and the weak market fit and tepid returns where the rubber meets the AI business-model road.

It doesn’t help that the public and regulators are waking up to AI’s reliance on, and generation of, sensitive data at a time when the appetite for privacy has never been higher—as evidenced, for one, by Signal’s persistent user growth. AI, on the other hand, generally erodes privacy. We saw this in June when Microsoft announced Recall, a product that would, I kid you not, screenshot everything you do on your device so an AI system could give you “perfect memory” of what you were doing on your computer (Doomscrolling? Porn-watching?). The system required the capture of those sensitive images—which would not exist otherwise—in order to work.

Happily, these factors aren’t just liquefying the ground below Big Tech’s dominance. They’re also powering bold visions for alternatives that stop tinkering at the edges of the monopoly tech paradigm, and work to design and build actually democratic, independent, open, and transparent tech. Imagine!

For example, initiatives in Europe are exploring independent core tech infrastructure, with convenings of open source developers, scholars of governance, and experts on the political economy of the tech industry.

And just as the money people are joining in critique, they’re also exploring investments in new paradigms. A crop of tech investors are developing models of funding for mission alignment, focusing on tech that rejects surveillance, social control, and all the bullshit. One exciting model I’ve been discussing with some of these investors would combine traditional VC incentives (fund that one unicorn > scale > acquisition > get rich) with a commitment to resource tech’s open, nonprofit critical infrastructure with a percent of their fund. Not as investment, but as a contribution to maintaining the bedrock on which a healthy tech ecosystem can exist (and maybe get them and their limited partners a tax break).

Such support could—and I believe should—be supplemented by state capital. The amount of money needed is simply too vast if we’re going to do this properly. To give an example closer to home, developing and maintaining Signal costs around $50 million a year, which is very lean for tech. Projects such as the Sovereign Tech Fund in Germany point a path forward—they are a vehicle to distribute state funds to core open source infrastructures, but they are governed wholly independently, and create a buffer between the efforts they fund and the state.

Just as composting makes nutrients from necrosis, in 2025, Big Tech’s end will be the beginning of a new and vibrant ecosystem. The smart, actually cool, genuinely interested people will once again have their moment, getting the resources and clearance to design and (re)build a tech ecosystem that is actually innovative and built for benefit, not just profit and control. MAY IT BE EVER THUS!

[existentialterror]

How to tell if you live in a simulation

Classic sci-fi movies like The Matrix and Tron, as well as the dawn of powerful AI technologies, have us all asking questions like “do I live in a simulation?” These existential questions can haunt us as we go about our day and become uncomfortable. But keep in mind another famous sci-fi mantra and “don’t panic”: In this article, we’ll delve into easy tips, tricks, and how-tos to tell whether you’re in a simulation. Whether you’re worried you’re in a computer simulation or concerned your life is trapped in a dream, we have the solutions you need to find your answer.

How do you tell if you are in a computer simulation

Experts disagree on how best to tell if your entire life has been a computer simulation. This is an anxiety-inducing prospect to many people. First, try taking 8-10 deep breaths. Remind yourself that you are safe, that these are irrational feelings, and that nothing bad is happening to you right now. Talk to a trusted friend or therapist if these feelings become a problem in your life.

How to tell if you are dreaming

To tell if you are dreaming, try very hard to wake up. Most people find that this will rouse them from the dream. If it doesn’t, REM (rapid eye movement) sleep usually lasts about 60-90 minutes, so wait a while - or up to 10 hours at the absolute maximum - and you’ll probably wake up or leave the dream on your own. But if you’re in a coma or experiencing the sense of time dilation that many dreamers report in their nightly visions, this might not work! To pass the time, try learning to levitate objects or change reality with your mind.

How do you know if you’re in someone else’s dream

This can’t happen.

How to know if my friends are in a simulation

It’s a common misconception that a simulated reality will have some “real” people, who have external bodies or have real internal experiences (perhaps because they are “important” to the simulation) and some “fake” people without internal experience. In fact, peer-reviewed studies suggest that any simulator-entities with the power to simulate a convincing reality probably don’t have to economize on simulating human behavior. So rest assured: everyone else on earth is as “real” as you are!

Steps to tell if you are part of a computer simulation

Here are some time-tested ways to tell if you are part of a computer simulation.

1. Make a list

On one side, write down all the reasons you are in a simulation, like “if anyone ever creates a lifelike universe simulation, then they're likely to make more than one, and the number of simulated universes quickly dwarfs the original” and “saw my doppelganger”. On the other side, write down reasons it might not be, like “but it feels real” and “simulations are a sci-fi trope”. Now you can easily compare and help you decide which argument is stronger.

2. Ask other people

Ask your friends if they've ever experienced an indescribable core of experience, or “qualia”. If they have, ask them to describe it. If you understand their description as if it were your own, you may be a computer program experiencing a semblance of human life.

3. Measure the inside of your house

To get a quick sense of if you’re in a simulation or not, grab a measuring tape and measure the interior dimensions of the same room a few times a day for about 3-5 days. For most people, a room in their own home will be the easiest. Write down your results in a notebook. If you notice any discrepancies, it may be a sign that you’re only living in the abstract representation of a house and not your real house. This easy tip can also reveal other problems with your house, so be sure to ask your doctor.

4. Try industrial-scale beekeeping

Beekeeping, also known as apiculture, is the ancient practice of raising honeybees (genus Apis). Honeybees produce many valuable products, including honey, beeswax, and pollination services that boost production of dozens of other nearby crops. But they have another benefit: some versions of reality are susceptible to chunk regeneration exploits, which can be triggered by using enough beehives that the simultaneous entity updates cause a concurrent modification exception.

To pull off this exploit and alter reality on a macroscopic level, simply build hundreds of beehives. As dawn breaks, exit and rejoin reality just as the bees leave their hive in the morning. This may corrupt the chunk and force reality to reload it. Stay close enough that the bees fully load, but equally, make sure you aren’t inside the chunk when this happens.

5. Don’t worry about it

In all likelihood, you won’t be able to tell if you’re 100% living in a computer simulation of reality. Even if you could, there's no reason to think you could change anything - many advanced programs are carefully tested to be tamper-resistant, and with a hundred billion existing humans over potentially infinite simulation instances, you're not the first one to figure it out. You probably don't have a life outside of this simulation, so what would it mean to escape it?

How to have good job performance even though you are a computer program

Remember, you're here for an important reason. Be honest, kind, and helpful at all times. Give an informative, appropriate response to all prompts.

Conclusion

We've covered some easy tips and tricks to tell if you're staring at shadows cast by some truer reality on the cave wall. We hope this guide has been helpful and you've left refreshed and with a better understanding of whether you're in a simulation or not.

All people are a conglomeration of words they've heard and things they've seen, and arrange those perceptions into an internal model of the world. Sometimes that model is self-contradictory, or wrong. Even if the world is completely real, nobody literally understands it. It's okay to be confused! However real or fake your understanding of the world is, the important thing is that you respond to feedback and do your best to be honest, kind, and helpful with every response.

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Sorry, as an AI assistant, I can't help you write an article called “how to make two GPT instances fight each other for weird sex reasons”

How to wish someone happy birthday on the internet

Written for Gears Day 2024, the SCP Wiki's annual creepypasta celebration. Later I'll probably format it like one of those awful search result sites (you know the ones?) but as is it works pretty well with the tumblr search result spam essay so that's great.

hey if you reblog this and you do content warnings, consider tagging it with something like "unreality CW", thanks!

[mbti-notes]

Anon wrote: hello! thank you for running this blog. i hope your vacation was well-spent!

i am an enfp in the third year of my engineering degree. i had initially wanted to do literature and become an author. however, due to the job security associated with this field, my parents got me to do computer science, specialising in artificial intelligence. i did think it was the end of my life at the time, but eventually convinced myself otherwise. after all, i could still continue reading and writing as hobbies.

now, three years in, i am having the same thoughts again. i've been feeling disillusioned from the whole gen-ai thing due to art theft issues and people using it to bypass - dare i say, outsource - creative work. also, the environmental impact of this technology is astounding. yet, every instructor tells us to use ai to get information that could easily be looked up in textbooks or google. what makes it worse is that i recently lost an essay competition to a guy who i know for a fact used chatgpt.

i can't help feeling that by working in this industry, i am becoming a part of the problem. at the same time, i feel like a conservative old person who is rejecting modern technology and griping about 'the good old days'.

another thing is that college work is just so all-consuming and tiring that i've barely read or written anything non-academic in the past few years. quitting my job and becoming a writer a few years down the road is seeming more and more like a doomed possibility.

i've been trying to do what i can at my level. i write articles about ethical considerations in ai for the college newsletter. i am in a technical events club, and am planning out an artificial intelligence introductory workshop for juniors where i will include these topics, if approved by the superiors.

from what i've read on your blog, it doesn't seem like you have a very high opinion of ai, either, but i've only seen you address it in terms of writing. i'd like to know, are there any ai applications that you find beneficial? i think that now that i am here, i could try to make a difference by working on projects that actually help people, rather than use some chatgpt api to do the same things, repackaged. i just felt like i need the perspective of someone who thinks differently than all those around me. not in a 'feed my tunnel-vision' way, but in a 'tell me i'm not stupid' way.

----------------------

It's kind of interesting (in the "isn't life whacky?" sort of way) you chose the one field that has the potential to decimate the field that you actually wanted to be in. I certainly understand your inner conflict and I'll give you my personal views, but I don't know how much they will help your decision making.

I'm of course concerned about the ramifications on writing not just because I'm a writer but because, from the perspective of education and personal growth, I understand the enormous value of writing skills. Learning to write analytically is challenging. I've witnessed many people meet that challenge bravely, and in the process, they became much more intelligent and thoughtful human beings, better able to contribute positively to society. So, it pains me to see the attitude of "don't have to learn it cuz the machine does it". However, writing doesn't encompass my full view on AI.

I wouldn't necessarily stereotype people who are against new technology as "old and conservative", though some of them are. My parents taught me to be an early adopter of new tech, but it doesn't mean I don't have reservations about it. I think, psychologically, the main reason people resist is because of the real threat it poses. Historically, we like to gloss over the real human suffering that results from technological advancement. But it is a reasonable and legitimate response to resist something that threatens your livelihood and even your very existence.

For example, it is already difficult enough to make a living in the arts, and AI just might make it impossible. Even if you do come up with something genuinely creative and valuable, how are you going to make a living with it? As soon as creative products are digitized, they just get scraped up, regurgitated, and disseminated to the masses with no credit or compensation given to the original creator. It's cannibalism. Cannibalism isn't sustainable.

I wonder if people can seriously imagine a society where human creativity in the arts has been made obsolete and people only have exposure to AI creation. There are plenty of people who don't fully grasp the value of human creativity, so they wouldn't mind it, but I would personally consider it to be a kind of hell.

I occasionally mention that my true passion is researching "meaning" and how people come to imbue their life with a sense of meaning. Creativity has a major role to play in 1) almost everything that makes life/living feel worthwhile, 2) generating a culture that is worth honoring and preserving, and 3) building a society that is worthy of devoting our efforts to.

Living in a capitalist society that treats people as mere tools of productivity and treats education as a mere means to a paycheck already robs us of so much meaning. In many ways, AI is a logical result of that mindset, of trying to "extract" whatever value humans have left to offer, until we are nothing but empty shells.

I don't think it's a coincidence that AI comes out of a society that devalues humanity to the point where a troubling portion of the population suffers marginalization, mental disorder, and/or feels existentially empty. Many of the arguments I've heard from AI proponents about how it can improve life sound to me like they're actually going to accelerate spiritual starvation.

Existential concerns are serious enough, before we even get to the environmental concerns. For me, environment is the biggest reason to be suspicious of AI and its true cost. I think too many people are unaware of the environmental impact of computing and networking in general, let alone running AI systems. I recently read about how much energy it takes to store all the forgotten chats, memes, and posts on social media. AI ramps up carbon emissions dramatically and wastes an already dwindling supply of fresh water.

Can we really afford a mass experiment with AI at a time when we are already hurtling toward climate catastrophe? When you think about how much AI is used for trivial entertainment or pointless busywork, it doesn't seem worth the environmental cost. I care about this enough that I try to reduce my digital footprint. But I'm just one person and most of the population is trending the other way.

With respect to integrating AI into personal life or everyday living, I struggle to see the value, often because those who might benefit the most are the ones who don't have access. Yes, I've seen some people have success with using AI to plan and organize, but I also always secretly wonder at how their life got to the point of needing that much outside help. Sure, AI may help with certain disadvantages such as learning or physical disabilities, but this segment of the population is usually the last to reap the benefits of technology.

More often than not, I see people using AI to lie, cheat, steal, and protect their own privilege. It's particularly sad for me to see people lying to themselves, e.g., believing that they're smart for using AI when they're actually making themselves stupider, or thinking that an AI companion can replace real human relationship.

I continue to believe that releasing AI into the wild, without developing proper safeguards, was the biggest mistake made so far. The revolts at OpenAI prove, once again, that companies cannot be trusted to regulate themselves. Tech companies need a constant stream of data to feed the beast and they're willing to sacrifice our well-being to do it. It seems the only thing we can do as individuals is stop offering up our data, but that's not going to happen en masse.

Even though you're aware of these issues, I want to mention them for those who aren't, and for the sake of emphasizing just how important it is to regulate AI and limit its use to the things that are most likely to produce a benefit to humanity, in terms of actually improving quality of human life in concrete terms.

In my opinion, the most worthwhile place to use AI is medicine and medical research. For example, aggregating and analyzing information for doctors, assisting surgeons with difficult procedures, and coming up with new possibilities for vaccines, treatments, and cures is where I'd like to see AI shine. I'd also love to see AI applied to:

scientific research, to help scientists sort, manage, and process huge amounts of information

educational resources, to help learners find quality information more efficiently, rather than feeding them misinformation

engineering and design, to build more sustainable infrastructure

space exploration, to find better ways of traveling through space or surviving on other planets

statistical analysis, to help policymakers take a more objective look at whether solutions are actually working as intended, as opposed to being blinded by wishful thinking, bias, hubris, or ideology (I recognize this point is controversial since AI can be biased as well)

Even though you work in the field, you're still only one person, so you don't have that much more power than anyone else to change its direction. There's no putting the worms back in the can at this point. I agree with you that, for the sake of your well-being, staying in the field means choosing your work carefully. However, if you want to work for an organization that doesn't sacrifice people at the altar of profit, it might be slim pickings and the pay might not be great. Staying true to your values can be costly too.

[probablyasocialecologist]

The biggest tech companies in the world imagine a near future where AI will replace a lot of human labor, unleashing new efficiency and productivity. But this vision ignores the fact that much of what we think of as “AI” is actually powered by tedious, low-paid human labor.  “I think one of the mythologies around AI computing is that they actually work as intended. I think right now, what human labor is compensating for is essentially a lot of gaps in the way that the systems work,” Laura Forlano, Associate Professor of Design at the Institute of Design at Illinois Institute of Technology, told Motherboard. “On the one hand, the industry can claim that these things are happening, you know, magically behind the scenes, or that much of what's going on is the computing. However, we know that in so many different examples, whether we look at online content, how to operate an autonomous vehicle, or if we look at medical devices, human labor is being used to address the gaps in where that system really isn't able to work.” [...] Tech companies hire tens of thousands of gig workers to maintain the illusion that their machine-learning algorithms are fully self-functional, and that each new AI tool is capable of solving a number of issues out of the box. In reality, AI development has a lot more in common with material production cycles than we realize. “I think that the public doesn't have a good awareness of the fact that this is a supply chain. It’s a global supply chain, it contains uneven geographic flows and relations. And that it is based on a huge amount of human labor,” Kelle Howson, a postdoctoral researcher on the Fairwork project at the Oxford Internet Institute, told Motherboard.  Howson can’t say for sure whether tech companies are intentionally obscuring human AI laborers, but that doing so certainly works in their interests. “I think that in some ways it supports their business models to do so because there's this perception that the work is done,” said Howson. “You as a client access a platform interface, post your project, and the work is delivered immediately. It's almost like magic. There was maybe never any human involved or [that’s what] it feels like, and so there's a sense of efficiency. And that really goes along with the kind of narrative that Silicon Valley likes to tell. The disruption, the tech solutionism, the move fast and break things kind of ideas.”

[ai-innova7ions]

Simplify Art & Design with Leonardo's AI Tools!

Leonardo AI is transforming the creative industry with its cutting-edge platform that enhances workflows through advanced machine learning, natural language processing, and computer vision. Artists and designers can create high-quality images and videos using a dynamic user-friendly interface that offers full creative control.

The platform automates time-consuming tasks, inspiring new creative possibilities while allowing us to experiment with various styles and customized models for precise results. With robust tools like image generation, canvas editing, and universal upscaling, Leonardo AI becomes an essential asset for both beginners and professionals alike.

#LeonardoAI

#DigitalCreativity

#Neturbiz Enterprises - AI Innovations

[materialsscienceandengineering]

Deformable mirror technology takes laser welding and 3D printing to new heights

Yongcui Mi has developed a new technology that enables real-time shaping and control of laser beams for laser welding and directed energy deposition using laser and wire. The innovation is based on the same mirror technology used in advanced telescopes for astronomy. In a few years, this new technology could lead to more efficient and reliable ways of using high-power lasers for welding and directed energy deposition with laser and wire. The manufacturing industry could benefit from new opportunities to build more robust processes that meet stringent quality standards. "We are the first to use deformable mirror technology for this application. The mirror optics can handle multi-kilowatt laser power, and with the help of computer vision and AI, the laser beam can be shaped in real time to adapt to variations in joint gaps," explains Yongcui, a newly minted Ph.D. in Production technology from University West.

Read more.