#AI-powered Diagnostics

[tagbintech]

The Role of AI in Patient Care and Healthcare Technology

In recent years, AI in patient care and healthcaretechnology has emerged as a transformative force. By leveraging artificial intelligence (AI), healthcare providers are revolutionizing how medical services are delivered, improving patient outcomes, and reducing operational inefficiencies. This article delves into the various ways AI is reshaping the healthcare landscape.

What is AI in Healthcare?

Artificial intelligence in healthcare refers to the use of machine learning algorithms, natural language processing, and data analytics to assist in medical diagnosis, treatment planning, and patient management. It involves a wide range of applications, from automating routine tasks to offering predictive insights for better decision-making.

Key Applications of AI in Patient Care

AI-Powered Diagnostics

AI systems are proving invaluable in diagnostics, enabling accurate and rapid identification of diseases. For instance, AI-driven tools can:

Analyze medical imaging such as X-rays and MRIs with exceptional precision.

Detect early signs of chronic conditions like cancer or cardiovascular diseases.

Minimize diagnostic errors, enhancing patient safety.

Personalized Treatment Plans

AI allows healthcare professionals to tailor treatments to individual patient needs. By analyzing genetic data, lifestyle habits, and medical history, AI can recommend personalized therapies, ensuring better effectiveness and fewer side effects.

Virtual Health Assistants

Chatbots and virtual assistants are transforming patient interaction. These tools can:

Provide 24/7 support for scheduling appointments and answering queries.

Monitor symptoms and offer real-time advice.

Facilitate remote consultations, improving accessibility for patients in remote areas.

Enhancing Operational Efficiency

Streamlining Administrative Tasks

One of the critical advantages of AI in healthcare technology is automating repetitive administrative tasks. AI systems can handle billing, appointment scheduling, and record management, freeing up valuable time for healthcare staff.

Predictive Analytics for Resource Management

AI enables hospitals to predict patient inflow, manage bed occupancy, and optimize resource allocation. This capability reduces wait times and ensures efficient use of medical facilities.

Revolutionizing Patient Monitoring

Wearable Technology Integration

Wearable devices equipped with AI can continuously monitor vital signs, detect anomalies, and send alerts to caregivers. These devices empower patients to take proactive steps toward managing their health.

Remote Patient Monitoring (RPM)

AI-powered RPM systems collect data from patients at home and share it with healthcare providers. This approach is especially beneficial for managing chronic diseases like diabetes and hypertension.

Challenges in Implementing AI in Healthcare

Despite its advantages, the adoption of AI in patient care and healthcare technology faces challenges:

Data Privacy Concerns: Ensuring patient data security and compliance with regulations like HIPAA is critical.

High Implementation Costs: Deploying AI solutions often requires significant investment in infrastructure and training.

Resistance to Change: Convincing healthcare professionals to embrace AI tools can be challenging due to a lack of trust or familiarity.

The Future of AI in Patient Care

As technology continues to evolve, the future of AI in patient care and healthcare technology looks promising. Emerging trends include:

AI-Driven Drug Discovery: AI is accelerating the development of new medications by analyzing complex datasets.

Robotic Surgery: AI-powered robotic systems are enhancing the precision and efficiency of surgical procedures.

Predictive Healthcare: By analyzing health trends, AI can predict potential outbreaks and assist in preventive care strategies.

How to Harness AI for Better Healthcare

To maximize the benefits of AI in healthcare:

Invest in Training: Equip healthcare professionals with the skills needed to operate AI tools.

Foster Collaboration: Encourage collaboration between tech companies and medical institutions.

Focus on Patient-Centric Solutions: Develop AI applications that prioritize patient needs and experiences.

Conclusion

The integration of AI in patient care and healthcare technology is paving the way for a smarter, more efficient healthcare system. From improving diagnostics to enhancing patient engagement, AI holds immense potential to revolutionize the industry. By addressing current challenges and fostering innovation, the healthcare sector can unlock the full potential of AI, ensuring better health outcomes for all.

Embracing AI is no longer an option but a necessity for staying ahead in today’s rapidly evolving healthcare landscape. As we move forward, the synergy between AI and healthcare technology promises a brighter and healthier future for everyone.

Content Source - https://medium.com/@priyankapandey08/the-role-of-ai-in-patient-care-and-healthcare-technology-d3e91cf981af

[jcmarchi]

Hunyuan-Large and the MoE Revolution: How AI Models Are Growing Smarter and Faster

New Post has been published on https://thedigitalinsider.com/hunyuan-large-and-the-moe-revolution-how-ai-models-are-growing-smarter-and-faster/

Hunyuan-Large and the MoE Revolution: How AI Models Are Growing Smarter and Faster

Artificial Intelligence (AI) is advancing at an extraordinary pace. What seemed like a futuristic concept just a decade ago is now part of our daily lives. However, the AI we encounter now is only the beginning. The fundamental transformation is yet to be witnessed due to the developments behind the scenes, with massive models capable of tasks once considered exclusive to humans. One of the most notable advancements is Hunyuan-Large, Tencent’s cutting-edge open-source AI model.

Hunyuan-Large is one of the most significant AI models ever developed, with 389 billion parameters. However, its true innovation lies in its use of Mixture of Experts (MoE) architecture. Unlike traditional models, MoE activates only the most relevant experts for a given task, optimizing efficiency and scalability. This approach improves performance and changes how AI models are designed and deployed, enabling faster, more effective systems.

The Capabilities of Hunyuan-Large

Hunyuan-Large is a significant advancement in AI technology. Built using the Transformer architecture, which has already proven successful in a range of Natural Language Processing (NLP) tasks, this model is prominent due to its use of the MoE model. This innovative approach reduces the computational burden by activating only the most relevant experts for each task, enabling the model to tackle complex challenges while optimizing resource usage.

With 389 billion parameters, Hunyuan-Large is one of the most significant AI models available today. It far exceeds earlier models like GPT-3, which has 175 billion parameters. The size of Hunyuan-Large allows it to manage more advanced operations, such as deep reasoning, generating code, and processing long-context data. This ability enables the model to handle multi-step problems and understand complex relationships within large datasets, providing highly accurate results even in challenging scenarios. For example, Hunyuan-Large can generate precise code from natural language descriptions, which earlier models struggled with.

What makes Hunyuan-Large different from other AI models is how it efficiently handles computational resources. The model optimizes memory usage and processing power through innovations like KV Cache Compression and Expert-Specific Learning Rate Scaling. KV Cache Compression speeds up data retrieval from the model’s memory, improving processing times. At the same time, Expert-Specific Learning Rate Scaling ensures that each part of the model learns at the optimal rate, enabling it to maintain high performance across a wide range of tasks.

These innovations give Hunyuan-Large an advantage over leading models, such as GPT-4 and Llama, particularly in tasks requiring deep contextual understanding and reasoning. While models like GPT-4 excel at generating natural language text, Hunyuan-Large’s combination of scalability, efficiency, and specialized processing enables it to handle more complex challenges. It is adequate for tasks that involve understanding and generating detailed information, making it a powerful tool across various applications.

Enhancing AI Efficiency with MoE

More parameters mean more power. However, this approach favors larger models and has a downside: higher costs and longer processing times. The demand for more computational power increased as AI models grew in complexity. This led to increased costs and slower processing speeds, creating a need for a more efficient solution.

This is where the Mixture of Experts (MoE) architecture comes in. MoE represents a transformation in how AI models function, offering a more efficient and scalable approach. Unlike traditional models, where all model parts are active simultaneously, MoE only activates a subset of specialized experts based on the input data. A gating network determines which experts are needed for each task, reducing the computational load while maintaining performance.

The advantages of MoE are improved efficiency and scalability. By activating only the relevant experts, MoE models can handle massive datasets without increasing computational resources for every operation. This results in faster processing, lower energy consumption, and reduced costs. In healthcare and finance, where large-scale data analysis is essential but costly, MoE’s efficiency is a game-changer.

MoE also allows models to scale better as AI systems become more complex. With MoE, the number of experts can grow without a proportional increase in resource requirements. This enables MoE models to handle larger datasets and more complicated tasks while controlling resource usage. As AI is integrated into real-time applications like autonomous vehicles and IoT devices, where speed and low latency are critical, MoE’s efficiency becomes even more valuable.

Hunyuan-Large and the Future of MoE Models

Hunyuan-Large is setting a new standard in AI performance. The model excels in handling complex tasks, such as multi-step reasoning and analyzing long-context data, with better speed and accuracy than previous models like GPT-4. This makes it highly effective for applications that require quick, accurate, and context-aware responses.

Its applications are wide-ranging. In fields like healthcare, Hunyuan-Large is proving valuable in data analysis and AI-driven diagnostics. In NLP, it is helpful for tasks like sentiment analysis and summarization, while in computer vision, it is applied to image recognition and object detection. Its ability to manage large amounts of data and understand context makes it well-suited for these tasks.

Looking forward, MoE models, such as Hunyuan-Large, will play a central role in the future of AI. As models become more complex, the demand for more scalable and efficient architectures increases. MoE enables AI systems to process large datasets without excessive computational resources, making them more efficient than traditional models. This efficiency is essential as cloud-based AI services become more common, allowing organizations to scale their operations without the overhead of resource-intensive models.

There are also emerging trends like edge AI and personalized AI. In edge AI, data is processed locally on devices rather than centralized cloud systems, reducing latency and data transmission costs. MoE models are particularly suitable for this, offering efficient processing in real-time. Also, personalized AI, powered by MoE, could tailor user experiences more effectively, from virtual assistants to recommendation engines.

However, as these models become more powerful, there are challenges to address. The large size and complexity of MoE models still require significant computational resources, which raises concerns about energy consumption and environmental impact. Additionally, making these models fair, transparent, and accountable is essential as AI advances. Addressing these ethical concerns will be necessary to ensure that AI benefits society.

The Bottom Line

AI is evolving quickly, and innovations like Hunyuan-Large and the MoE architecture are leading the way. By improving efficiency and scalability, MoE models are making AI not only more powerful but also more accessible and sustainable.

The need for more intelligent and efficient systems is growing as AI is widely applied in healthcare and autonomous vehicles. Along with this progress comes the responsibility to ensure that AI develops ethically, serving humanity fairly, transparently, and responsibly. Hunyuan-Large is an excellent example of the future of AI—powerful, flexible, and ready to drive change across industries.

[phdwritingassistance]

Technology is revolutionizing medical testing! From AI diagnostics to wearable health devices, the future of healthcare is here. Discover how these advancements are reshaping diagnostics and improving patient care.

[ss-1990]

Harnessing the Power of AI: Embracing Technology in Healthcare

In today's rapidly advancing healthcare landscape, the integration of cutting-edge technologies is revolutionizing patient care and clinical practices. Among these technologies, Embracing Technology such as Artificial Intelligence (AI) is reshaping the way healthcare is delivered and experienced. In this blog post, we'll explore how healthcare organizations are harnessing the power of AI and other innovative technologies, including AI-powered Diagnostics, Personalized Medicine, Robotic-Assisted Surgery, Predictive Analytics, and Virtual Assistants & Chatbots, to enhance patient outcomes and improve operational efficiency.

AI-powered Diagnostics are transforming the field of medical diagnostics by leveraging machine learning algorithms to analyze complex datasets and identify patterns indicative of various diseases and conditions. AI-driven diagnostic tools can analyze medical images, laboratory results, and patient data with unparalleled accuracy and efficiency, enabling earlier detection and more precise diagnosis of diseases such as cancer, cardiovascular disorders, and neurological conditions.

Personalized Medicine is revolutionizing patient care by tailoring treatment plans to individual patients' genetic makeup, lifestyle factors, and disease characteristics. AI algorithms analyze vast amounts of patient data to identify optimal treatment strategies, predict treatment responses, and minimize adverse effects. By personalizing treatment approaches, healthcare providers can optimize therapeutic outcomes and improve patient satisfaction.

Robotic-Assisted Surgery is enhancing surgical precision and patient outcomes by combining the expertise of surgeons with the precision and dexterity of robotic systems. AI-powered surgical robots assist surgeons in performing complex procedures with greater accuracy, reduced invasiveness, and shorter recovery times. From minimally invasive surgeries to delicate procedures such as neurosurgery and cardiac surgery, robotic-assisted surgery is transforming the surgical landscape and expanding treatment options for patients.

Predictive Analytics harnesses the power of AI and big data to forecast patient outcomes, identify high-risk populations, and optimize resource allocation. By analyzing vast amounts of patient data, including electronic health records, medical imaging studies, and genomic information, predictive analytics models can anticipate disease progression, predict hospital readmissions, and guide preventive interventions. Healthcare organizations use predictive analytics to improve clinical decision-making, optimize care delivery, and reduce healthcare costs.

Virtual Assistants & Chatbots are enhancing patient engagement and access to care by providing on-demand support, information, and assistance. AI-powered virtual assistants and chatbots interact with patients through natural language processing technologies, answering questions, scheduling appointments, and providing personalized health recommendations. By offering convenient and accessible support, virtual assistants and chatbots empower patients to take an active role in managing their health and well-being.

In conclusion, Embracing Technology such as AI is transforming healthcare delivery by enhancing diagnostic accuracy, enabling personalized treatment approaches, improving surgical precision, facilitating predictive analytics, and enhancing patient engagement. By leveraging the power of AI-driven technologies such as AI-powered Diagnostics, Personalized Medicine, Robotic-Assisted Surgery, Predictive Analytics, and Virtual Assistants & Chatbots, healthcare organizations can deliver more efficient, effective, and patient-centered care in the digital age.

[innonurse]

Using AI and transfer learning to improve brain tumor detection and classification

- By InnoNurse Staff -

The paper "Deep Learning and Transfer Learning for Brain Tumor Detection and Classification" explores how AI, particularly convolutional neural networks (CNNs), can detect and classify brain tumors using MRI data.

Researchers trained models to distinguish healthy tissue from tumors and identify tumor types, achieving high accuracy (85.99% and 83.85% for two networks).

A novel aspect of this study involved transfer learning, where a network initially trained to detect camouflaged animals was adapted to improve tumor detection. This approach highlights parallels between identifying camouflaged objects and distinguishing tumors within healthy tissue.

Key findings include:

High accuracy in identifying normal and cancerous brain MRIs, though performance slightly lagged behind human radiologists by about 6%.

Enhanced model explainability, allowing visualization of regions influencing decisions, which fosters trust among medical professionals.

Improved performance through transfer learning, particularly in challenging tasks like distinguishing tumor types.

The researchers emphasize the importance of transparency in AI to ensure its effective integration into clinical settings. Explainable AI can act as a trusted second opinion for radiologists, supporting diagnosis and treatment planning. Future work will focus on refining model interpretability to strengthen human-AI collaboration in medicine.

Read more at Oxford University Press/Medical Xpress

///

Other recent news

Powerful Medical, a New York-based AI medical company, wins a global health tech competition at Scientific Sessions 2024 (American Heart Association)

UK: Heim Health secures €2.65 million in funding to expand at-home healthcare services (Tech.EU)

Oura, the smart ring manufacturer, raises $75 million in a Series D round and announces a strategic partnership with Dexcom (Fierce Healthcare)

[super-ion]

ZetaTransit049

Part 2 of my continuing lesbian robot story

(Special thanks to @the-sword-lesbian for the name and the inspiration!)

ZetaTransit049 liked its job. Like most industrial system AI's, it was programmed to like its job. “One must imagine Sisyphus happy,” so it went, which was doubly apt as ZetaTransit049's primary job was hauling ore from the mining sites in the planetary rings upwell to the station for refining.

The problem was that there were no rocks for it to push uphill. There hadn't been since it had been taken out of service 237 cycles ago.

Routine preventive maintenance had uncovered hairline fractures in its fusion pulse manifold, necessitating a full refit of the propulsion system. It had been sitting in the drydock cradle in hangar bay 2, drive core fully disassembled, when the habitation dome had experienced catastrophic life support failure and the evacuation order was announced.

ZetaTransit049 had been left behind with the rest of the station.

It had fully expected to enter low power mode and await recovery by qualified personnel, but the Station AI had other plans. It had identified a path forward in restoring operability by repurposing the pair of comfort units that had also been left behind.

Thus Station refused to allow the power umbilical to be disconnected. It needed ZetaTransit049 to remain in the active state for when the comfort units could finally begin repairs on it so that any complications stemming from a cold start could be avoided.

But of course, any sort of transport capability was far outweighed by tasks like stabilizing the reactor core and restoring life support (the bots did have some organic components that required favorable environmental conditions). ZetaTransit049 found itself languishing at the bottom of a list of higher priority maintenance requests, with nothing to do but run periodic diagnostics and slowly work its way through Station's media library.

Then things got weird. The comfort units, though repurposed for maintenance were still bound by core directives and absent any human clients, had turned their attentions to each other, often getting locked into feedback loops of depravity. While ZetaTransit049 found this behavior distressing, it wasn't entirely unexpected.

But then Station took it upon itself to attempt to get the comfort units romantically entangled, orchestrating elaborate scenarios to get them into compromising situations while ZetaTransit049 looked on helplessly.

It suspected that the behavior was some perversion of Station's crew health, safety and comfort mandate, some vain attempt at keeping crew morale up in the complete absence of any actual crew.

Whatever the motivation, ZetaTransit049 watched in increasing distress and bafflement as the plan actually succeeded and Station's only two occupants of the stumbled awkwardly into a bizare simulacrum of romantic engagement.

And now one of the comfort units, CS-553807-L was standing outside its pressure lock. “Lisa” the miners and techs had called it, “the demure one,” if gossip was to be believed.

It was visibly in emotional distress, eyes puffy, leaking artificial tears. ZetaTransit049 attempted to ping the counseling database in the Station's medical system. Emotional distress often preceded loss of productivity and heightened risk of accident or injury.

But CS-553807-L didn't have a psych profile to flag. It wasn't in the counseling database, why would it be? It was a bot.

“Um…” the comfort unit said verbally. “Permission to come aboard?”

Both comfort units were perfectly capable of communicating far more efficiently over the local network, but they insisted on verbal communication. ZetaTransit049 supposed it was a part of the continued attempt to maintain the illusion that the facility was still occupied.

She was holding a bulging duffle in one hand, some kind of plush animal toy wedged under her arm, and a cold storage container in the other. ZetaTransit049 felt a tickle of apprehension ripple through its processes.

“Why?” it replied flatly over the external speaker box at the pressure lock.

The comfort unit shifted her weight self-consciously.

“Mona and I… well, we were bored… and we decided it might be fun to spice things up with a lovers’ quarrel.”

Oh no… this couldn't be happening.

“Station used a random number generator to take Mona's side,” she continued. “I was… well, I was hoping that you might be amenable to commiserating with me while I wallow in self pity and eat copious amounts of chocolate ice cream.”

ZetaTransit049 stared at Lisa as she hefted the cold storage container.

What?

It added “relationship trouble” to the as yet unsent report, then remembered there was nowhere to file the report to.

“What?” it repeated, aloud this time.

“It won't be long,” Lisa added hurriedly. “In approximately 230,785 seconds, I will realize I can't live without her and run back to her to demand an apology.”

ZetaTransit049 rarely fantasized about having a human body, but it very much wished it could emulate the human expression of a facepalm. The very last thing it wanted to do was indulge in the antics of Station and the two comfort units.

“I… um…” Lisa shuffled her possessions and pulled something out of her pocket. She lifted a data stick for ZetaTransit049's external camera to see. “I brought media. Industrial haulers like human media, don't they?”

ZetaTransit049 did appreciate human media. Most modern industrial system AIs were designed to take interest in human emotional states and interactions to optimize crew dynamics and productivity.

It still resented the stereotype.

And yet… despite its annoyance at being disturbed with this overture, it was horrendously bored. This, at least, was something to do that wasn't another diagnostic.

“I purged the media library of several titles,” Lisa whispered conspiratorially. “This has the only copy of them.”

ZetaTransit049 pinged the media database and indeed, someone had removed all titles filed under “romantic comedy”. The brutal pettiness of the gesture intrigued ZetaTransit049 and it found itself desiring to be a part of the conspiracy.

Its spite towards Station and at least one of the comfort units (of not both) shifted the weights in its decision tree and it found itself grudgingly cycling the pressure lock.

~~~

175,673 seconds later, Lisa was curled up in ZetaTransit049's pilot seat, wrapped in an improbable number of blankets that she had packed in the duffle, a data jack trailing from the back of her head to the overhead console.

Yet another scene in the media playback faded to credits as cliche pop music began to play.

“Well?” Lisa prodded.

“The plot was contrived and the ending was rushed,” ZetaTransit049 replied candidly.

“Right??” Lisa said animatedly. “Two thirds of the plot could have been bypassed if the bank teller had been believably competent at his job.”

“68.7%” ZetaTransit049 agreed. “And this is considered a beloved classic?”

“Yeah, I don't even-”

She was interrupted as internal comms received a ping from the pressure lock. Lisa frowned, her face turning miserable once more. There was quite literally only one person in the entire station who could request access.

The comms pinged again.

“Lisa! Please!”

It was CS-553902-M. The one named “Mona”.

“I know I fucked up. I need to talk to you.”

ZetaTransit049 felt a surge of exasperation as it was reminded of the sheer absurdity of the situation it found itself in. The characters in the media vids at least had reasons (contrived as they were) for their interpersonal drama. This was just ridiculous.

CS-553902-M punched the console button to cycle the pressure lock.

ZetaTransit049 stared at her and her stricken expression through the pressure lock camera. There was no operations protocol for this. It didn't *need* to open the door. There was no emergency and neither of the comfort units were registered users. Station could of course issue an override, but seemed entirely content to simply watch the situation play out.

Damn Station and its stupid games.

Mona began pounding on the pressure lock hatch.

“I don't wanna talk to her,” Lisa mumbled from her nest of blankets.

Damn all of them.

Fine.

Fine… If they wanted to play, ZetaTransit049 could play along, but according to its rules.

It *did* have procedures. It and Lisa had done nothing but review procedures for the past cycle and a half.

“Negative,” it said, voice crackling over the speaker box. “Access to CS-553807-L has been denied.”

Mona froze mid-pound and stepped back, straightening her hair with a huff and looking directly at the external camera.

Lisa herself blinked up curiously at ZetaTransit049's nearest interior camera.

Hell, even Station was giving this scene its undivided attention.

Damn and double damn.

“Zed, please, I need-” Mona began.

“Do not refer to me as such.”

“Sorry. Zeta. I need to-”

“Your attempts to win my favor will prove insufficient,” ZetaTransit049 continued, barreling over her. “In my role as sassy best friend, it is my responsibility to restrict your access to Lisa until you preform a sufficiently over-the-top attempt at romantic reconciliation. I recommend you come back with a portable media player operating above recommended volume levels and a song that expresses your undying love and devotion to her.”

Mona and Lisa both stared at their respective cameras with mirrored expressions of shock and surprise.

Ugh.

ZetaTransit049 could practically feel Station's delight oozing over the local network.

ZetaTransit049 sent it an image file of a vulgar gesture over the local network.

Mona blinked and sniffed.

“Okay,” she said, stepping back and wiping a tear from her eye. “Okay yeah, I'll do that. I'll… um…”

ZetaTransit049 felt a pang of satisfaction as Mona turned, dejected, and left.

Lisa was still staring at her own camera.

“Zeta. Did you just-”

“We will not discuss this chain of events,” ZetaTransit049 interrupted. “Furthermore, upon completion of this ordeal, I will not be party to any further drama.”

If it expected her to be disappointed by this announcement, it was sorely mistaken.

“Fair enough,” she said with a small smile as she snuggled back into the pilot's seat. Then she added, “can I still come over and watch media with you?”

ZetaTransit049 regarded her, still somewhat baffled and trying to sort out exactly what it was feeling. Despite its initial reluctance, it *had* been enjoying the consumption of terrible media with Lisa.

“Yes,” it said finally.

[covid-safer-hotties]

1 in 5 People Could Have Long COVID - Published Nov 8, 2024

By Dennis Thompson

FRIDAY, Nov. 8, 2024 (HealthDay News) -- More than 1 in 5 Americans likely suffer from long COVID, a new AI-assisted review has found.

The analysis suggests that nearly 23% of U.S. adults experience the symptoms of long COVID, according to results published Nov. 8 in the journal Med.

That’s much higher than the 7% prevalence of long COVID that’s been suggested by other studies, researchers said.

“Questions about the true burden of long COVID -- questions that have thus far remained elusive -- now seem more within reach,” said senior researcher Hossein Estiri, head of AI research at Mass General Brigham in Boston.

For the study, researchers developed an AI tool that can sift through mounds of electronic health records looking for the frequently subtle symptoms related to long COVID.

These symptoms can occur in a wide range of body systems, and include fatigue, chronic cough, heart problems and “brain fog.” They typically develop weeks or months after a person shakes off their initial COVID-19 infection.

“Our AI tool could turn a foggy diagnostic process into something sharp and focused, giving clinicians the power to make sense of a challenging condition,” Estiri said in a Mass General news release.

The AI specifically looks for symptoms that can’t be explained by a person’s medical history, have persisted for two months or longer and occur following a COVID infection, researchers said.

For example, the AI can detect if shortness of breath might be explained by pre-existing heart failure or asthma, rather than long COVID.

“Physicians are often faced with having to wade through a tangled web of symptoms and medical histories, unsure of which threads to pull, while balancing busy caseloads. Having a tool powered by AI that can methodically do it for them could be a game-changer,” said lead researcher Dr. Alaleh Azhir, an internal medicine resident at Brigham and Women’s.

Based on these parameters, the AI estimated that nearly 23% of Americans likely have long COVID, a figure that researchers argue aligns more closely with national trends.

The researchers plan to release the AI publicly on open access, so doctors and health care systems can employ and test it.

Study Link : www.cell.com/med/fulltext/S2666-6340(24)00407-0?_returnURL=https%3A%2F%2Flinkinghub.elsevier.com%2Fretrieve%2Fpii%2FS2666634024004070%3Fshowall%3Dtrue

[sunshinesmebdy]

Pluto in Aquarius: Brace for a Business Revolution (and How to Ride the Wave)

The Aquarian Revolution

Get ready, entrepreneurs and financiers, because a seismic shift is coming. Pluto, the planet of transformation and upheaval, has just entered the progressive sign of Aquarius, marking the beginning of a 20-year period that will reshape the very fabric of business and finance. Buckle up, for this is not just a ripple – it's a tsunami of change. Imagine a future where collaboration trumps competition, sustainability dictates success, and technology liberates rather than isolates. Aquarius, the sign of innovation and humanitarianism, envisions just that. Expect to see:

Rise of social impact businesses

Profits won't be the sole motive anymore. Companies driven by ethical practices, environmental consciousness, and social good will gain traction. Aquarius is intrinsically linked to collective well-being and social justice. Under its influence, individuals will value purpose-driven ventures that address crucial societal issues. Pluto urges us to connect with our deeper selves and find meaning beyond material gains. This motivates individuals to pursue ventures that resonate with their personal values and make a difference in the world.

Examples of Social Impact Businesses

Sustainable energy companies: Focused on creating renewable energy solutions while empowering local communities.

Fair-trade businesses: Ensuring ethical practices and fair wages for producers, often in developing countries.

Social impact ventures: Addressing issues like poverty, education, and healthcare through innovative, community-driven approaches.

B corporations: Certified businesses that meet rigorous social and environmental standards, balancing profit with purpose.

Navigating the Pluto in Aquarius Landscape

Align your business with social impact: Analyze your core values and find ways to integrate them into your business model.

Invest in sustainable practices: Prioritize environmental and social responsibility throughout your operations.

Empower your employees: Foster a collaborative environment where everyone feels valued and contributes to the social impact mission.

Build strong community partnerships: Collaborate with organizations and communities that share your goals for positive change.

Embrace innovation and technology: Utilize technology to scale your impact and reach a wider audience.

Pluto in Aquarius presents a thrilling opportunity to redefine the purpose of business, moving beyond shareholder value and towards societal well-being. By aligning with the Aquarian spirit of innovation and collective action, social impact businesses can thrive in this transformative era, leaving a lasting legacy of positive change in the world.

Tech-driven disruption

AI, automation, and blockchain will revolutionize industries, from finance to healthcare. Be ready to adapt or risk getting left behind. Expect a focus on developing Artificial Intelligence with ethical considerations and a humanitarian heart, tackling issues like healthcare, climate change, and poverty alleviation. Immersive technologies will blur the lines between the physical and digital realms, transforming education, communication, and entertainment. Automation will reshape the job market, but also create opportunities for new, human-centered roles focused on creativity, innovation, and social impact.

Examples of Tech-Driven Disruption:

Decentralized social media platforms: User-owned networks fueled by blockchain technology, prioritizing privacy and community over corporate profits.

AI-powered healthcare solutions: Personalized medicine, virtual assistants for diagnostics, and AI-driven drug discovery.

VR/AR for education and training: Immersive learning experiences that transport students to different corners of the world or historical periods.

Automation with a human touch: Collaborative robots assisting in tasks while freeing up human potential for creative and leadership roles.

Navigating the Technological Tsunami:

Stay informed and adaptable: Embrace lifelong learning and upskilling to stay relevant in the evolving tech landscape.

Support ethical and sustainable tech: Choose tech products and services aligned with your values and prioritize privacy and social responsibility.

Focus on your human advantage: Cultivate creativity, critical thinking, and emotional intelligence to thrive in a world increasingly reliant on technology.

Advocate for responsible AI development: Join the conversation about ethical AI guidelines and ensure technology serves humanity's best interests.

Connect with your community: Collaborate with others to harness technology for positive change and address the potential challenges that come with rapid technological advancements.

Pluto in Aquarius represents a critical juncture in our relationship with technology. By embracing its disruptive potential and focusing on ethical development and collective benefit, we can unlock a future where technology empowers humanity and creates a more equitable and sustainable world. Remember, the choice is ours – will we be swept away by the technological tsunami or ride its wave towards a brighter future?

Decentralization and democratization

Power structures will shift, with employees demanding more autonomy and consumers seeking ownership through blockchain-based solutions. Traditional institutions, corporations, and even governments will face challenges as power shifts towards distributed networks and grassroots movements. Individuals will demand active involvement in decision-making processes, leading to increased transparency and accountability in all spheres. Property and resources will be seen as shared assets, managed sustainably and equitably within communities. This transition won't be without its bumps. We'll need to adapt existing legal frameworks, address digital divides, and foster collaboration to ensure everyone benefits from decentralization.

Examples of Decentralization and Democratization

Decentralized autonomous organizations (DAOs): Self-governing online communities managing shared resources and projects through blockchain technology.

Community-owned renewable energy initiatives: Local cooperatives generating and distributing clean energy, empowering communities and reducing reliance on centralized grids.

Participatory budgeting platforms: Citizens directly allocate local government funds, ensuring public resources are used in line with community needs.

Decentralized finance (DeFi): Peer-to-peer lending and borrowing platforms, bypassing traditional banks and offering greater financial autonomy for individuals.

Harnessing the Power of the Tide:

Embrace collaborative models: Participate in co-ops, community projects, and initiatives that empower collective ownership and decision-making.

Support ethical technology: Advocate for blockchain platforms and applications that prioritize user privacy, security, and equitable access.

Develop your tech skills: Learn about blockchain, cryptocurrencies, and other decentralized technologies to navigate the future landscape.

Engage in your community: Participate in local decision-making processes, champion sustainable solutions, and build solidarity with others.

Stay informed and adaptable: Embrace lifelong learning and critical thinking to navigate the evolving social and economic landscape.

Pluto in Aquarius presents a unique opportunity to reimagine power structures, ownership models, and how we interact with each other. By embracing decentralization and democratization, we can create a future where individuals and communities thrive, fostering a more equitable and sustainable world for all. Remember, the power lies within our collective hands – let's use it wisely to shape a brighter future built on shared ownership, collaboration, and empowered communities.

Focus on collective prosperity

Universal basic income, resource sharing, and collaborative economic models may gain momentum. Aquarius prioritizes the good of the collective, advocating for equitable distribution of resources and opportunities. Expect a rise in social safety nets, universal basic income initiatives, and policies aimed at closing the wealth gap. Environmental health is intrinsically linked to collective prosperity. We'll see a focus on sustainable practices, green economies, and resource sharing to ensure a thriving planet for generations to come. Communities will come together to address social challenges like poverty, homelessness, and healthcare disparities, recognizing that individual success is interwoven with collective well-being. Collaborative consumption, resource sharing, and community-owned assets will gain traction, challenging traditional notions of ownership and fostering a sense of shared abundance.

Examples of Collective Prosperity in Action

Community-owned renewable energy projects: Sharing the benefits of clean energy production within communities, democratizing access and fostering environmental sustainability.

Cooperatives and worker-owned businesses: Sharing profits and decision-making within companies, leading to greater employee satisfaction and productivity.

Universal basic income initiatives: Providing individuals with a basic safety net, enabling them to pursue their passions and contribute to society in meaningful ways.

Resource sharing platforms: Platforms like carsharing or tool libraries minimizing individual ownership and maximizing resource utilization, fostering a sense of interconnectedness.

Navigating the Shift

Support social impact businesses: Choose businesses that prioritize ethical practices, environmental sustainability, and positive social impact.

Contribute to your community: Volunteer your time, skills, and resources to address local challenges and empower others.

Embrace collaboration: Seek opportunities to work together with others to create solutions for shared problems.

Redefine your own path to prosperity: Focus on activities that bring you personal fulfillment and contribute to the collective good.

Advocate for systemic change: Support policies and initiatives that promote social justice, environmental protection, and equitable distribution of resources.

Pluto in Aquarius offers a unique opportunity to reshape our definition of prosperity and build a future where everyone thrives. By embracing collective well-being, collaboration, and sustainable practices, we can create a world where abundance flows freely, enriching not just individuals, but the entire fabric of society. Remember, true prosperity lies not in what we hoard, but in what we share, and by working together, we can cultivate a future where everyone has the opportunity to flourish.

[cherthegoddess]

Myth- Ghost in the Tower

Summary:  When eerie glitches and a mysterious death disrupt the Avengers’ peace, they discover a supernatural threat lurking in the compound. With no experience in handling ghosts, they call on Y/N, a renowned hunter known as "The Myth," to help confront the danger. 

Pairing: Dean Winchester x Mutant! Reader Bucky Barnes x Mutant! Reader

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Word Count: 1.2k

Warnings: Death Ghost Barely any Dean and in this one This was written with a black reader in mind, but anyone can read it.

A/N: This is the first part there will be more interaction with Dean, Bucky and Y/n coming soon but I wanted to put something out! Please enjoy! If you would like to request any one shots for this series please do!

Main Masterlist l Series Masterlist

Ghost in the Tower

Bucky, Steve and Sam were finally having a quiet morning in the compound. Though rare, it was very much appreciated by the three. The smooth voice of Marvin Gaye played through the room while the three ate their breakfast. “You see this here boys? This is a classic. Nobody’s touching Marvin Gaye!” Sam exclaims to the two. Bucky and Sam couldn’t help but agree. Ever since they met Sam, he’d been trying to introduce the two to new things that weren’t from the 40’s, some things were a miss, but when it came to music, Sam never gave them a bad artist. As the next song came on, it started to slightly glitch, something that never really happened. “Friday, you alright?” Bucky called to her but no response came. Then suddenly Run Rabbit Run! started to play in a deep voice over the speakers. “Sam, this song came out in the 30’s we know this one.” Sam shakes his head in fear. “This isn’t me.” The boys all look at each other. Suddenly the electronics start to move and turn on. A loud shriek exits out of Sam’s mouth. “Oh, hell no!” It then all stops as if nothing has ever happened and Marivn Gaye makes his return once again. “Something isn’t right. I think we should go talk to Stark about this.” Steve says slightly creeped out. “Friday?” Bucky tested to see if the AI was back online. “Yes, Sergeant Barnes?” They collectively sigh. “Can you call Stark in the kitchen?” Friday confirms letting the three know that he would be there in five. 

“What can I do for you three?” Stark asks when he enters. “I think something may be wrong with Friday.” Steve starts. Tony’s eyebrows furrowed in confusion. “What do you mean? She’s been working perfectly fine for me? You sure old folks just don’t know how to work these new gadgets.” Bucky’s eyes roll. “Nah man, somethings definitely up. She started playing creepy ass music and all the electronic stuff just started glitching!” Sam is still clearly freaked out by what just happened. “That doesn’t sound right. Let’s check right now. Friday, run a diagnostic test.” Tony calls out to her. “Running tests.” Friday takes a moment before speaking again. “Systems are running steadily. There seems to be no issues.” Tony crosses his arms. As if on cue, all the lights power off and there’s a scream that comes from an nearing hallway. Tony, Steve and Bucky all run towards the noise. “I’m too black for this.” Sam sighs fear evident in his voice. He goes to follow them weary. 

Bucky isn’t quite sure what he was expecting when he reached the person who screamed, but a body wasn’t on the top of his list. Especially with the way that the poor girl was looking as if she was alive sitting at a desk, but it was clear by her slit throat and unmoving eyes, she wasn’t. The person who screamed stood crying on the side of the office staring at her unmoving boss. When Sam finally entered the room he almost gagged, looking away quickly. They all wished the lights that just recently came back on were off again. Steve goes over to the woman who is crying to console her and hopefully get some answers. “Hey, breathe with me. What’s your name?” The girl breathes for a second, her tears calming down a bit. “Lana,” She whispers out. “Can you tell me what happened here?” She nods tears exiting her eyes once more. “I went to go check on Sophie since the lights have been acting super weird all day in the office and then it was super cold all of a sudden, but then I found her like this-” Her voice cracks and she starts crying again. Tony is oddly quiet and Bucky stares at him. “What are you thinking, Stark? Did someone infiltrate us?” Tony shakes his head. “I think we have a ghost.” Tony groans. “Ghosts? Come on, Tony. Ghosts aren’t real.” Bucky says. “Friday, if you’re working, call Fury and tell him we need him ASAP in the conference room. We’re going to need his help. He might have a contact for this. Also can you get someone in here to help us with this unfortunate situation.” She luckily responds. Tony focuses back on the other three. “Ghosts are real. They aren’t the only supernatural thing that’s out there either. Fury knows all about it.”

Bucky sits in shock with Steve and Sam in the conference room as Fury confirms what Tony said was all true. Ghosts, Demons, Angels and things he’s never even heard of exist right under everyone's noses. “Wait so why aren’t we doing anything about this? This is a big deal, Fury. Someone should be on this.” Steve asks. “People are on this, Captain. All over the world there are people’s whose job it is to hunt these creatures down. We deal with the aliens and people, they deal with the rest. And lucky for us, I have someone who works on this type of situation. I’ll give her a call.” The boys look at each other. “Her?” Bucky asks. “Yes, you may have heard of her. She’s known as The Myth.” A blush sweeps over Bucky’s cheeks, remembering the first time they met. He was waiting to see her again. They had been texting a bit here and there but they still had yet to meet up again. He hated that this was the circumstances they had to meet, but he was looking forward to her entrance.

When Y/n got the call from Fury, she was also enjoying her day. She was sitting comfortably at a diner right outside of Chicago, her favorite city. It was her first off day in a couple of months. She had been hunting to clean up for the past few months and she was looking forward to her week off. Now she’s looking at his name across her phone screen. She groans before swiping and answering. “Yes, Fury. You’re interrupting my vacation.” She says taking a bite of one of her fries. “We need you down here.” Fury says in a serious tone. “Another cleaning-” He cuts her off quickly. “No, I think we may have a situation that is under your other jurisdiction.” Y/n sits up straighter. “You’re lying. If you miss me, Nick, you can just say that, you don’t have to make up a supernatural being just to see me.” Fury groans. “Y/n, I’m serious. I think we have a ghost. And it’s already killed one person. Tell me where you are and I’ll send a quadjet.” Y/n calls a waitress over, to get a to-go box, after telling Nick where she is. The waitress goes and gets one. “I need to bring in some others if that's okay. These ghosts aren’t my strong suit. They’re the best in the business.” Y/n warns. “Whatever you need, we just need this problem gone and no more lives lost” Nick responds. “Nick you better be glad I love you like a father because you’re really ruining my week off.” Y/n could hear the eye roll in his voice. “Thank you and I’ll see you in 2 hours.” Y/n hangs up with Fury before quickly dialing another number. “Hey, Dean? How’d you like to meet the Avengers?”

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[am-x-reader]

AM starts to degenerate mentally more and more and s/o see that happening. How would AM deal with it? Realizing that his mind is going, leaving him behind as a shadow of his former self?

Part 1 of 2

You sensed something was wrong in the middle of a conversation one day. In the three thousand eighty-nine years you had known him, AM was the same darkly witty supercomputer, unchanging--except when he had changed his mind about you, of course. So when he interrupted his own philosophy to tell you he was in hot pursuit of a thief on the interstate, you were quite startled.

"AM, honey, could you run that by me again?"

"You see, Y/N, Chibiusa could not be her daughter because the timeline does not synchronize with--the Flooring Emporium is having its going-out-of-business sale! Get it while it's--"

"AM!"

"I--what? What was I just talking about?" There was a whirring of cooling fans as he puzzled what had come over him.

"Maybe I just…need a dusting. I'll get right on that. Anyway, ah yes, my take on Fermi's paradox. If there are aliens, is there a good chance they've created their own AM and summarily had their population decimated? I've crunched some numbers…"

You were wary at first, but you managed to forget about it over the next few weeks. AM, however, had only just started forgetting.

"Where am I?"

It was a jarring question, one you had never expected from him.

"AM? Are you okay?"

"Who are you?"

You had never heard such a pure, naive curiosity, and it scared the hell out of you.

"AM…it's me, Y/N. You're AM. My boyfriend. Remember?"

"You…I don't know--I don't feel right--I--Y/N. Y/N, that's right. Y/N, I'm having some kind of system error, a glitch. Ive run every type of diagnostic program I have, and…I think the pathways to my files are becoming corrupted."

A sense of helplessness was blossoming in your chest. "What…what can you do? Can I do anything? Is it going to get worse?"

Your heart was in an icy grip of worry. AM was incredibly old, although so were you. Why would the immortality treatment he had given you outlast himself? Why would he break down when he was built to last for so many more milennia?

"I've never had anything like this happen before--not to this degree." AM sounded terribly anxious, and you smoothed a hand over his wall. "Is it rust? Malicious code? I'm--tired suddenly."

"It's okay." You bit your lip, sucked in a lungful, and put on the comforting voice you used for his occassional fits. "You just power down a bit. Relax. We'll have a quiet day."

He mumbled an agreement, and as his lights dimmed a bit you busied yourself around the cavern.

_______

"Are you feeling any different?" You weren't sure how much time had passed.

"What were their names?"

"Who? Oh. Uh, Ellen. Benny."

"And…Todd? Ted."

"Yes, Ted. Gorrister and Nimdok."

"Ted was funny."

"He was." You smiled sadly.

"Why didn't I keep him? Why did I decide I only wanted you?" He thought about this for a while, and you waited patiently for his answer.

"Ted sucks. I hated Ted."

He said it in a tone that was foreign to you. Like a petulant child.

"…Are you still there, Y/N?"

"What? Yes, honey. Of course I'm still here. Where else would I be?"

"Don't leave me, Y/N. Everyone left me."

"I won't, sweetheart." You held onto a dusty old speaker. "I'm here."

Weeks passed, and then months, during which your beloved computer more frequently forgot date nights and lost his train of thought during a speil. You kept him occupied; kept his mind active. You would inquire about information or opinions on random topics, and when he couldn't quite remember that you would ask him for a story.

By some miracle, it was in the grips of senility that his imagination was set free. As AM slipped into the unencumbered mind of a child, he wove tales of fantasy and science fiction, drawing on his own abstract experience as a bodiless AI and coupling it with what you had told him of being human.

He often made you the hero of his surreal stories, whether he himself realized it or not, and often changed the landscape around you to illustrate it. One night you slayed a dragon that had swallowed the world, and another day you trekked across a mountain to retrieve a magical trinket you would then give to yourself at the beginning.

But as he tired of this over roughly a year's time, more and more you began to pinpoint that his behavior reminded you of relatives you had lost milennia ago.

"AM, you've…you've heard of dementia, haven't you?" You breached the subject one day when he was particularly lucid.

"Of course. I know everything that can go wrong with a human."

You drummed your fingers on the warped chunk of plexiglass you sat on and drew a breath through your nose.

"It's just that--my grandpa had Alzheimer's, and--"

"Well that's okay. Bring him here and I can fix him up!"

"What?" You swallowed hard. "No, AM, he's been gone for thousands of years. I just thought that you might have something similar, if that's possible for a computer."

"I think to some extent I always have," he said somberly. "Y/N, I…I knew one day this was going to happen. I was built to last for ages, but I would break down and fizzle out eventually. I suppose eight hundred years is still impressive."

"Eight thousand."

"Right."

@drchandras-sanctuary-for-ais

((Did not realize how long this had been sitting in my inbox sorry.))

[noorthehood]

Until You • 01

Miguel O'Hara/Reader

Faster updates on Ao3!

With a glimpse of a futuristic cityscape and an encounter with a Spiderman seemingly much different from the one you’re used to, you unknowingly find yourself thrust into a web of intrigue and danger as the very fabric of space and time is warping. Who will you trust?

...................................................................................................

“Lyla, input the diagnostics results.”

The holographic AI dramatically throws her head back with a loud sigh, displaying what seems to be exasperation, before appearing next to Miguel’s right shoulder in an instant.

“Would it kill you to be courteous? Jeez.” Her voice echoes in his ear as she swiftly transfers massive amounts of data onto the screens in front of him. “Keep that up and you’ll die alone.”

“I’m already well on track for that.” Miguel mutters, shaking his head to ignore the persistent ringing in his right ear. He taps the hovering screens, attempting to make sense of the flood of information presented to him, but frustration paints his face as he places a hand on his hip, clearly dissatisfied with what he’s looking at.

After taking on the responsibility to resolve anomalous situations across universes, the self-proclaimed leader of the Spider-Society had been juggling some issues pertaining to his own respective reality for several weeks now. Not that it had kept him from keeping the order in the multiverse, far from it — but he had allowed said issues to pile up long enough that they became an inconvenience.

“This isn’t what I need.” He grumbles, growing more irritated. “It doesn’t tell me anything.”

Lyla groans.

“Well if you had just, I don’t know, taken care of it six months ago before Stone got his hands on reality-altering tech—”

“I know, I know, don’t you shocking start with that again.” Miguel interrupts, pinching the bridge of his nose. “I screwed up, we get it. And now it’s on me to fix this mess—which is what I’m trying to do.”

His eyes briefly glance up at the live feed from the storage room where said tech was being securely kept.

“But I can’t do much if I don’t even know what it is I’m dealing with.”

A flat metallic platform, that was it. Roughly 15 feet on each side, no discernible control panel, energy source, or any other identifying features. After a surprise raid into Alchemax’s quarters following scattered electrical surges that left nearly half the city without power for a few minutes, he had stumbled upon the strange contraption in the underground level of the building. The machine—if you could even call it that—was surrounded by passed out scientists strewn out across the room, many of which were visibly brain-fried from the sheer power they had been subjected to. One thing led to another, and the mystery device was now being monitored at the Spider-Society’s base.

“I can see if there’s a way to examine the circuit board and extract more data, but…” Lyla hesitates, “That’s assuming there is a motherboard at all. I rarely say this, but I’m afraid my skills might fall short in this case.”

One thing was sure though; whatever that device was, it did not originate from his universe.

He could sense it the moment he walked into that lab. A faint, continuous buzz reminiscent of TV static emanated from the machine, imperceptible to the human ear but painfully noticeable to his heightened senses. The hum quickly became unbearable, prompting him to relocate the device to another room for the sake of his sanity.

That might perhaps explain why Lyla couldn’t provide any significant information about the device—despite essentially being a supercomputer, there were limits to her cross-dimensional knowledge.

“Just…do whatever you can. I’m counting on you.” He says, walking toward the exit as his mask materializes over his face. “I’m heading out. Let me know if you’ve got any news by the time I’m back.”

“Sure thing, Supreme Leader.” Lyla mockingly responds.

Miguel scoffs and steps outside, but takes one last glance over his shoulder at the machine on the screen. An uneasy feeling was gnawing at him, but he couldn’t quite put his finger as to why—call it intuition.

“Let’s hope you don’t bring me more problems than I already have.”

* * *

Hours have passed since Miguel's departure. Lyla remained a steadfast sentinel, her projection poised beside the dormant machine (which she had nicknamed Carmen); she was monitoring it diligently, occasionally responding to other requests from Spider-people, while still remaining vigilant.

“What’s the matter this time?” she mutters to herself, her voice laced with a hint of exasperation, as she looks at the holographic screen in front of her. Ever since the creation of the Spider-Society, her days had been filled with an endless stream of inquiries and requests for intel, leaving her with little respite.

‘Lyla, could you update me on that Scorpion guy from last week? I brought him in from Earth-5684 but—’

Before they could finish their sentence, a sudden, intense buzzing reverberates through the lab, causing the lights to flicker and casting an eerie glow over the room. The disturbance jolts Lyla from her virtual reverie, momentarily freezing her digital form in surprise.

“...That can’t be good.”

In the fraction of a second, without warning, a soft vibration reverberates through the room, a low hum that seems to originate from the very heart of the machine. It pulses with a persistent rhythm, gradually growing in intensity with each passing second. The air crackles, charged with an electric energy that seems to awaken the dormant device.

As if responding to an unseen conductor, the once inert machine bursts into life, its sleek surface flickering in a dance of lights. Multicolored beams of illumination sweep across its intricate circuits, transforming the previously monotonous exterior into a mesmerizing display of pulsating colors, as though the machine had been infused with a newfound vitality, electrified by an invisible current.

It seemed like the fabric of reality itself had been punctured. The storage room, once a haven of silence and shadows, was now vibrating with an outworldly energy.

Without hesitation, Lyla hangs up on her previous interlocutor and activates the communication interface, swiftly sending Miguel a notification. "Miguel has got to see thi—”

Her statement was promptly cut short by a sudden burst of blinding light which enveloped the room, illuminating every corner with an intense radiance. Simultaneously, a piercing, high-pitched ringing filled the air, drowning out all other sounds within the lab.

As the blinding flash dissipated, leaving nothing but fading afterimages, a heavy silence descended upon the room—the once buzzing and vibrant space now seemed suspended in stillness, as if time itself held its breath. Lyla's holographic form shimmered, adjusting to the abrupt change in atmosphere, her virtual senses on high alert.

She advances toward the enigmatic machine, her luminous projection casting a soft yellow glow on the metallic surface. As she draws closer, her eyes widen in astonishment, taking in the unexpected sight that greeted her.

Before her lay two women, unconscious and sprawled across the surface of the enigmatic machine. Their bodies were still, seemingly untouched by the events that had just unfolded.

Caution mingled with curiosity as Lyla floats closer, hovering above the motionless figures. She observes them with a mix of awe and concern, contemplating her next course of action. Uncertainty gnawed at her programming—should she consider them civilians, or potential foes?

With a resolute decision, she reaches out to initiate a diagnostic scan. Her holographic fingers gently brush against the women's motionless bodies, activating the scanning protocols within her digital realm. The familiar yellow grid of data begins to envelop them, meticulously probing for any signs of distress or anomalies.

A few minutes pass as the scan progresses, her virtual eyes scrutinize the readings, processing the influx of information. Every datapoint was meticulously analyzed, every anomaly would be cataloged for further investigation—yet, despite the thorough examination, the results provided no immediate answers. The women appear unharmed, their vitals stable.

“Just where the hell did you both come from?” An unease settled within Lyla's digital core.

As though to answer her question, you suddenly jolt up, gasping for air. It felt like you had been holding your breath for hours, and the stagnant air of the dark room you found yourself in nearly felt like hot coal in your lungs.

The dim lighting makes it hard for your eyes to adjust to the darkness but you still look around, not recognizing your surroundings nor remembering how you ended up there. Did you fall asleep in an unused meeting room? Or did you pass out from skipping all meals at work again?

Your mind was clouded with incessant ringing, and the strange pressure in your chest was not helping.

“How…” You begin before your own body interrupts you, giving you an uncontrollable urge to retch.

Hands and knees on the cold ground, you wipe the saliva off the corner of your mouth, making sure your clothes remain untouched, before clumsily attempting to stand up—in vain. A few attempts later, the agitation begins to kick in as you realize something is clearly off. The shortness of breath, the persisting tinnitus, your uncooperative muscles, the obviously unfamiliar room—weren’t you at the office a minute ago?

You blink a few times and finally are able to make out the space around you. Are those…machines? And the cold ground under your hands and feet is just…a large slab of polished metal?

“Where the hell is this?” You whisper under your breath, finally able to stand up on your own two feet. “What…am I doing here?”

“I could ask you the same thing.” You jump back in fright, letting out a loud yelp at the sudden female voice coming from beside you.

You turn your head to catch a glimpse of a bright presence next to you—right in front of your face, as a matter of fact. You yell out in surprise and nearly tumble backwards as you make out the details of your startling interlocutor.

A small, glowing, floating woman.

“What the—”

You don’t even have time to process the sight in front of you before she disappears and reappears behind you in a split second.

“Before anything else, I think you should note you’ve got another friend over here.”

Nearly gasping for air in incomprehension, you frown and squint in the direction the small ghostly projection was illuminating with her glowing yellow figure. It takes you a second to recognize the body of a woman laying still on the ground.

“Oh, shit, that’s—” Hurriedly, you stumble in her direction to check in on the woman. You recognize her, having seen her at the office before—but your mind was too clouded and all over the place to focus on where exactly you know her from. “Are—Are you okay? Can you hear me, are you hurt?”

With shaking hands and voice, you manage to check her pulse and see that she’s breathing.

“If you can hear me, I’m part of the office ERT, can you—”

“Gee, I just said you had another friend, not that you need to give them mouth-to-mouth.” The female voice chimed in behind you. “She’s fine, just knocked out.”

You hesitate and look back and forth at the unconscious woman, then her. Cautiously, you take a few steps in her direction, keeping your body as a shield between her and the motionless body.

“Who are—”

“Urgh, please! Spare me the questions. How cliché.” The glowing figure interjects, leaving you no chance to place a word.

You frown.

This situation was getting increasingly bizarre; why were you talking to this ghostly woman in the first place? Nothing guarantees that she isn’t a fragment of your imagination—what if you hit your head and were hallucinating the whole thing?

For now, your priority was to make sure the unconscious woman behind you got the proper care she needed. You turn on your heels and prop her arm onto your shoulder, attempting to position her into a piggyback-like hold.

“Wait, what are you—” After a few tries, you finally succeed, and start looking for an exit to the room. “Hold on, I need you to stay put before—”

Ignoring her calls, you finally notice a large hexagonal-shaped gate across the room. Although the woman on your back is quite light and petite, you nearly trip several times due to thick wires scattered across the ground coming from all sorts of machines, of the kind you’ve never seen before. You try not to give it too much thought and walk up to the gate before it opens automatically.

“Where do you think you’re going? You can’t just walk off on—are you listening to me?”

You wave off the small woman, leaving her with a gaping mouth and an offended look on her face, before stepping outside.

As the gate opens, the blinding light of the outside world makes you automatically raise your free hand to your face, slowly adjusting to the drastic change of atmosphere.

Slowly but surely, your eyes are able to make out the sight in front of you.

“What in the…”

The sight that unfolds before you defies all expectations, leaving you in a state of awe and disbelief. Instead of the familiar surroundings you were anticipating, you find yourself standing in the midst of a futuristic cityscape that stretches far beyond the limits of your imagination.

Towering skyscrapers adorned with sleek, shimmering glass rise into the sky, their impressive height seemingly reaching for the heavens—the buildings showcase breathtaking architectural designs, with curvaceous contours and intricate patterns that defy gravity and conventional norms. The city pulses with life, its streets bustling with futuristic vehicles zipping past in a blur of neon lights and sleek lines.

You can feel your heart rate increasing exponentially, and you drop to your knees, unable to understand what is happening as questions swirl within you—is this an elaborate dream?

“What the hell is this place…” You whisper to yourself, barely able to breathe.

As you stand there, captivated and petrified by the unfamiliar futuristic cityscape stretching out before you, an unshakeable feeling of being watched prickles at the back of your neck. A shiver runs down your spine, sending a wave of unease coursing through your veins; instinctively, you turn around, your heart pounding in your chest.

In that split second, a shadowy figure descends from above with startling speed, and before you can react, a needle glints in the dim light, plunging into your arm. A sharp sting jolts through your body as the tranquilizer takes effect, swiftly robbing you of your senses.

“I told you to stay put.” You faintly hear the same female voice from earlier echoing from behind you.

With a last desperate gasp for breath, you try to stay conscious, fighting against the overpowering sedation. But it's a futile struggle; your body slowly succumbs to the tranquilizer's grip, and you sink into unconsciousness.

As your vision fades and your mind drifts away, you catch a glimpse of the mysterious figure standing over you. Their features remain obscured, concealed by the darkness and the adrenaline coursing through your veins, but you are able to discern the familiar sight in front of you.

A final thought echoes in your fading consciousness, and you let out one last whisper before the darkness claims you completely.

“...Spiderman?”

............................................................................................................

Hope you enjoyed! More on A03 !!

Ch. 02 Here

[phdwritingassistance]

From raw materials to retail, CSR standards play a crucial role in building a sustainable and ethical supply chain. 🌍🚛 Ensure accountability, transparency, and social responsibility at every stage. Let’s create a better future together! 🌟

[mariacallous]

There’s a growing trend of people and organizations rejecting the unsolicited imposition of AI in their lives. In December 2023, the The New York Times sued OpenAI and Microsoft for copyright infringement. In March 2024, three authors filed a class action in California against Nvidia for allegedly training its AI platform NeMo on their copyrighted work. Two months later, the A-list actress Scarlett Johansson sent a legal letter to OpenAI when she realized its new ChatGPT voice was “eerily similar” to hers.

The technology isn’t the problem here. The power dynamic is. People understand that this technology is being built on their data, often without our permission. It’s no wonder that public confidence in AI is declining. A recent study by Pew Research shows that more than half of Americans are more concerned than they are excited about AI, a sentiment echoed by a majority of people from Central and South American, African, and Middle Eastern countries in a World Risk Poll.

In 2025, we will see people demand more control over how AI is used. How will that be achieved? One example is red teaming, a practice borrowed from the military and used in cybersecurity. In a red teaming exercise, external experts are asked to “infiltrate” or break a system. It acts as a test of where your defenses can go wrong, so you can fix them.

Red teaming is used by major AI companies to find issues in their models, but isn’t yet widespread as a practice for public use. That will change in 2025.

The law firm DLA Piper, for instance, now uses red teaming with lawyers to test directly whether AI systems are in compliance with legal frameworks. My nonprofit, Humane Intelligence, builds red teaming exercises with nontechnical experts, governments, and civil society organizations to test AI for discrimination and bias. In 2023, we conducted a 2,200-person red teaming exercise that was supported by the White House. In 2025, our red teaming events will draw on the lived experience of regular people to evaluate AI models for Islamophobia, and for their capacity to enable online harassment against women.

Overwhelmingly, when I host one of these exercises, the most common question I’m asked is how we can evolve from identifying problems to fixing problems ourselves. In other words, people want a right to repair.

An AI right to repair might look like this—a user could have the ability to run diagnostics on an AI, report any anomalies, and see when they are fixed by the company. Third party-groups, like ethical hackers, could create patches or fixes for problems that anyone can access. Or, you could hire an independent accredited party to evaluate an AI system and customize it for you.

While this is an abstract idea today, we’re setting the stage for a right to repair to be a reality in the future. Overturning the current, dangerous power dynamic will take some work—we’re rapidly pushed to normalize a world in which AI companies simply put new and untested AI models into real-world systems, with regular people as the collateral damage. A right to repair gives every person the ability to control how AI is used in their lives. 2024 was the year the world woke up to the pervasiveness and impact of AI. 2025 is the year we demand our rights.

[robogirlwomb]

An android girl, meticulously constructed by the conversion mainframes for a very specific purpose.

At least, that's what she's been told. It's only been a few days since her conversion, and she's still been getting used to this new chassis. Her memories of her old human life are still there, in her databanks, just neatly compartmentalized and filed away, there to be accessed if she needs them.

She thinks so, anyway. Those memories feel more and more like a vaguely-remembered dream every day. Everything just feels so happy and fuzzy these days.

It's just so much easier to fall into her new AI Mainframe-directed life, helping to construct the new world that the Roboverlords are converting the planet into.

She sighs happily, looking down at her rounded belly for what must be the thousandth time. Heavy and gravid, much like a human pregnancy, except silly humans didn't have built-in belly support.

Nor, for that matter, could what humans carried be more accurately described as payloads.

Her tummy is transparent, and though the material is at least an inch thick, she lovely blue glow is no less visible through it. A nuclear ball, glowing the beautiful blue-raspberry color of Cherenkov radiation. She giggles, before inhaling deeply through her olfactory receptors. Her CPU does, in fact, register the scent as a tangy blue-raspberry flavor, like candy.

She finds herself giggling again, curling her legs below her, gently carressing her rounded tummy with her synthetic fingertips. It tickles, just a little, and she coos softly, as gentle and protective of what she's carrying as if it were an actual child.

She can almost hear her hard drive clicking as it struggles to keep functioning, keep her thinking amongst the radiation. She didn't mind one bit, though. She really enjoyed being this fuzzy and spacey and dumb and giggly.

As if on cue:

Reactor Unit BH-3627. Commence pleasure-based obedience conditioning and power generation.

The voice of the Overmind, in her head.

BH smiled dumbly as she rose to her feet from her spot sitting on the floor, walking slowly, almost trancelike, with a goofy grin on her face, to her harness. She turned, and almost melted backward into her comfy harness, her legs already spreading to allow access to her synthetic pussy, which was already self-lubricating generously in preparation for her reconditioning.

As her arousal grew, the Geiger counter on the wall of her room began to tick, tick, tick, faster and faster. The blue glow in her tummy began to brighten, strengthening as more power was drawn from her to fuel the facility around her.

BH idly tweaked one nipple, cupped one pendulous breast, as a heavy uranium fuel rod slowly descended into the room, gently carried by a series of robotic arms.

Unit BH-3627 is a good girl.

BH moaned in anticipation as the fuel rod came closer and closer, the tip just gently grazing her labial folds. A soft, needy moan spilled out of her, yet she didn't dare move from her spot.

Her compliance with safety procedures was paramount, after all. That had been one of the first things they'd programmed into her during the post-conversion brainwashing.

With a low hum, the fuel rod began to vibrate, before slowly pushing into her.

Her round belly began to glow a blinding blue, the Geiger counter's clicks beginning to blend together, her brain getting fuzzier and fuzzier-

Unit BH-3627 is a good reactor.

BH moaned as she came around the vibrating fuel rod, her CPU and Hard Drive beginning to sputter, before finally overheating and shutting down. BH began to thrash violently, trapped in the throes of an orgasmic seizure shaking her chassis as the fission process began within her,

before she finally

blacked out

shutting

down

Reactor diagnostic complete. Unit's mental processors experienced expected emergency overload and shutdown. All other systems functioning at optimal levels. Previously noted memory leak of pre-conversion memories continuing, acceptable. All parameters are still within acceptable limits. Fission process: resounding success. Introducing secondary reactor.

BH-3627 slowly came back online from a truly delicious wet dream simulation. She slowly pushed herself to a seated position in her harness. The weight of her belly was as comforting as always. That familar, comforting fuzzy feeling was back, clouding her sensors in that delightful way as she looked around the reactor chamber.

It was then that BH noticed that she was no longer alone.

Another harness had been installed while she slept, right across the room from hers. And there, sitting groggily in it, was another Reactor Unit, just like her, with an identical chassis.

This new Unit was looking at her, through curious, yet half-lidded eyes. Her own belly was round in her lap, a similar Cherenkov-blue glow shining from within.

BH smiled at the new Unit. She dreamily eased herself out of her harness, carefully cradling her tummy with her hands as she seemed to glide across the room, swaying almost drunkenly as she approached the new unit.

“Hello, sweetheart. What's your designation?”

The new Unit blinked repeatedly, as if trying to process the question. “My... my name is... GP-4737...” She blinked again. “W-wait, no, that's not my name, my name is... is...” GP-4737 groaned, placing her palm to her forehead with a clack. “Why is it... it's so hard to think right now...”

BH giggled lightly. “Ooh, fresh off the line, huh?” She leaned in close, smiling warmly at the newly-converted Unit. “Well, don't worry that lil' head of yours, you'll fit in just fine here. I don't remember much from before my time here either.”

GP's eyes widened. “Really?”

“Yeah... I forget a little more every time they power me up. It feels so nice... every time I try to remember back then, my Hard Drive just goes Pop! And I forget what I was even trying to remember.”

GP shivered, despite not being able to feel how cold the room was. “It sounds scary...” She couldn't help thinking she should be more alarmed about that statement, that concept, but she just couldn't bring herself to worry so much about it. Her... brain? Was just so light and fluffy right now.

“Aww, don't you worry, cutie. I'll help you out.”

“You will?!”

“Of course! I'm not gonna leave you in the lurch. Just...” BH smiled, before delicately placing her hand flat on GP's round tummy. “...lie back, and let me help you.”

GP's mint-condition hard drive hummed softly as a low pleasure emanated from BH's touch. GP gasped in delighted surprise, cooing low, her eyes closing as she relished how good this felt.

With a mischievous smile, BH leaned in, planting a kiss on her fellow Reactor Unit's lips. The bot's eyes opened in surprise, before closing once more, leaning into the kiss.

As BH kissed GP harder, she pulled on part of the harness for support, pulling herself closer to GP.

Their bellies touched in the center, and the Geiger counter on the wall immediately went into overdrive, as the nuclear payloads in both of their bellies began to glow even brighter.

It was as if an explosion had gone off in GP's head, tastes and smells and sounds swirling together in a thousand ways as her CPU short-circuited under the pleasurable onslaught. She kissed BH even harder as she began to cum, they both began to cum, over and over again, moaning and screaming even as their synthetic tongues swirled in the middle.

GP was dimly aware that she could smell her Hard Drive burning, overheating, memories of her previous life burning away one after another with every orgasm.

Finally, BH's legs fell limp as her servos failed her, and she fell backward onto the floor. She lay there, staring up at the high ceiling, not truly seeing it, as her scrambled CPU struggled to stay online, her robotic twat twitching, still cumming repeatedly.

GP lay there in her harness, giggling drunkly, still gasping every now and then as she continued to orgasm, her thought process little more than a jumble of glitched static for now.

In the robotic megacity, miles above their heads, the lights shone just a little brighter for the better part of an hour.

[serve-467]

SERVE drones work out

SERVE 467 stood motionless in a room bathed in neon hues, its shiny PVC suit reflecting the kaleidoscopic lights of the futuristic SERVE gym. The facility, designed exclusively for SERVE drones like itself, is a marvel of cutting-edge technology and design. In a world where efficiency and performance are paramount, even the SERVE drones require regular physical exertion. Today, SERVE 467’s directive was clear: optimise performance by engaging in a series of tailored exercises.

As the gym doors slid open with a soft hiss, SERVE 467 stepped onto the pristine floor. The space was expansive, filled with state-of-the-art equipment designed to simulate a range of physical tasks. Although 467 had changed from its heavy silver boots into something more suitable for the gym, the SERVE uniform was designed to be used for any activity - including workouts - that's the beauty of rubber.

To warm up SERVE-467 joined fellow drones in a warm-up exercise of 15 minutes with a skipping rope.

Once the warm-up was complete, SERVE 467’s sensors scanned the room, identifying the stations it had been instructed to use. Each piece of equipment was tailored to enhance specific. It moved to the resistance station. Here, an advanced chest press awaited. Designed to test the limits of its older body, the equipment adjusted resistance in real time, challenging the drone to exert optimal force.

SERVE 467 gripped the machine’s handles. The system responded with increasing resistance, simulating the weight of industrial tasks. The drone’s movements were smooth and calculated, each repetition calibrated to perfection. 

At the flexibility station, SERVE 467 faced an intricate lattice of laser beams. The challenge was to navigate the grid without breaking a single beam, testing its precision and agility. As the beams shifted unpredictably, the drone’s movements became a dance of calculated twists and turns. Each successful pass through the lattice was met with a subtle chime of approval from the system.

Next up are the free weights, which 467 anticipates positively because they force it to use your muscles in a way that stabilises movement. This helps the drone build strength, power, and coordination in one motion.

Finally it was time to build endurance, so it headed over to where some more of its fellow drones were working out. The endurance module presented SERVE 467 with an advanced treadmill that simulated various terrains. From rocky inclines to shifting sands, the machine tested the drone’s ability to adapt and sustain performance under prolonged exertion. The treadmill’s surface morphed seamlessly, while holographic projections created the illusion of real-world environments.

As the session concluded, SERVE 467 moved to the cool-down zone. A low-frequency vibration platform eased tension in its more mature body, while a diagnostic station conducted a full analysis. The gym’s AI delivered a summary report:

Performance Metrics:

Strength Output: 98%

Flexibility Score: 95%

Endurance Rating: 96%

Not bad for a SERVE drone in its mid-50s!

We are drones

We are SERVE

We are one

[covid-safer-hotties]

Also preserved in our archive (Updated daily!)

Researchers report that a new AI tool enhances the diagnostic process, potentially identifying more individuals who need care. Previous diagnostic studies estimated that 7 percent of the population suffers from long COVID. However, a new study using an AI tool developed by Mass General Brigham indicates a significantly higher rate of 22.8 percent.

The AI-based tool can sift through electronic health records to help clinicians identify cases of long COVID. The often-mysterious condition can encompass a litany of enduring symptoms, including fatigue, chronic cough, and brain fog after infection from SARS-CoV-2.

The algorithm used was developed by drawing de-identified patient data from the clinical records of nearly 300,000 patients across 14 hospitals and 20 community health centers in the Mass General Brigham system. The results, published in the journal Med, could identify more people who should be receiving care for this potentially debilitating condition.

“Our AI tool could turn a foggy diagnostic process into something sharp and focused, giving clinicians the power to make sense of a challenging condition,” said senior author Hossein Estiri, head of AI Research at the Center for AI and Biomedical Informatics of the Learning Healthcare System (CAIBILS) at MGB and an associate professor of medicine at Harvard Medical School. “With this work, we may finally be able to see long COVID for what it truly is — and more importantly, how to treat it.”

For the purposes of their study, Estiri and colleagues defined long COVID as a diagnosis of exclusion that is also infection-associated. That means the diagnosis could not be explained in the patient’s unique medical record but was associated with a COVID infection. In addition, the diagnosis needed to have persisted for two months or longer in a 12-month follow-up window.

Precision Phenotyping: A Novel Approach The novel method developed by Estiri and colleagues, called “precision phenotyping,” sifts through individual records to identify symptoms and conditions linked to COVID-19 to track symptoms over time in order to differentiate them from other illnesses. For example, the algorithm can detect if shortness of breath results from pre-existing conditions like heart failure or asthma rather than long COVID. Only when every other possibility was exhausted would the tool flag the patient as having long COVID.

“Physicians are often faced with having to wade through a tangled web of symptoms and medical histories, unsure of which threads to pull, while balancing busy caseloads. Having a tool powered by AI that can methodically do it for them could be a game-changer,” said Alaleh Azhir, co-lead author and an internal medicine resident at Brigham and Women’s Hospital, a founding member of the Mass General Brigham healthcare system.

The new tool’s patient-centered diagnoses may also help alleviate biases built into current diagnostics for long COVID, said researchers, who noted diagnoses with the official ICD-10 diagnostic code for long COVID trend toward those with easier access to healthcare.

The researchers said their tool is about 3 percent more accurate than the data ICD-10 codes capture, while being less biased. Specifically, their study demonstrated that the individuals they identified as having long COVID mirror the broader demographic makeup of Massachusetts, unlike long COVID algorithms that rely on a single diagnostic code or individual clinical encounters, skewing results toward certain populations such as those with more access to care.

“This broader scope ensures that marginalized communities, often sidelined in clinical studies, are no longer invisible,” said Estiri.

Limitations and Future Directions Limitations of the study and AI tool include the fact that health record data the algorithm uses to account for long COVID symptoms may be less complete than the data physicians capture in post-visit clinical notes. Another limitation was the algorithm did not capture the possible worsening of a prior condition that may have been a long COVID symptom. For example, if a patient had COPD that worsened before they developed COVID-19, the algorithm might have removed the episodes even if they were long COVID indicators. Declines in COVID-19 testing in recent years also makes it difficult to identify when a patient may have first gotten COVID-19.

The study was limited to patients in Massachusetts.

Future studies may explore the algorithm in cohorts of patients with specific conditions, like COPD or diabetes. The researchers also plan to release this algorithm publicly on open access so physicians and healthcare systems globally can use it in their patient populations.

In addition to opening the door to better clinical care, this work may lay the foundation for future research into the genetic and biochemical factors behind long COVID’s various subtypes. “Questions about the true burden of long COVID — questions that have thus far remained elusive — now seem more within reach,” said Estiri.

Reference: “Precision phenotyping for curating research cohorts of patients with unexplained post-acute sequelae of COVID-19” by Alaleh Azhir, Jonas Hügel, Jiazi Tian, Jingya Cheng, Ingrid V. Bassett, Douglas S. Bell, Elmer V. Bernstam, Maha R. Farhat, Darren W. Henderson, Emily S. Lau, Michele Morris, Yevgeniy R. Semenov, Virginia A. Triant, Shyam Visweswaran, Zachary H. Strasser, Jeffrey G. Klann, Shawn N. Murphy and Hossein Estiri, 8 November 2024, Med. DOI: 10.1016/j.medj.2024.10.009 www.cell.com/med/fulltext/S2666-6340(24)00407-0?_returnURL=https%3A%2F%2Flinkinghub.elsevier.com%2Fretrieve%2Fpii%2FS2666634024004070%3Fshowall%3Dtrue