#Machine Learning Foundations

[hackeocafe]

Machine Learning Foundations Course - Python, Deep Learning, Linear Regression, MLOps

Learn the essentials of AI with this 8-hour Machine Learning Foundations course, one of the most comprehensive open resources we've published online. Starting from the basics of Python, this course swiftly advances through deep learning and linear regression models to MLOps, seamlessly integrating theory with real-world application. We cap off your learning experience with two exclusive interviews featuring industry experts who discuss launching a successful career in tech with zero experience and the keys to starting and growing your own startup. This course is your gateway to mastering machine learning and propelling your career forward.

[borealiszero]

piracy is a distribution problem not monetary problem.

Ex: i was so mad a translator locked their translation, which was a MACHINE TRANSLATED NOVEL, behind paywall and want me to purchase points using UNITED STATES DOLLARS. I got so mad i went and downloaded the ridibooks app and bought the raw myself.

Now I'll excuse myself cause i have ten chapt of suicidal coded protagonist to read and korean lessons to learn.

[education43]

What Are the Qualifications for a Data Scientist?

In today's data-driven world, the role of a data scientist has become one of the most coveted career paths. With businesses relying on data for decision-making, understanding customer behavior, and improving products, the demand for skilled professionals who can analyze, interpret, and extract value from data is at an all-time high. If you're wondering what qualifications are needed to become a successful data scientist, how DataCouncil can help you get there, and why a data science course in Pune is a great option, this blog has the answers.

The Key Qualifications for a Data Scientist

To succeed as a data scientist, a mix of technical skills, education, and hands-on experience is essential. Here are the core qualifications required:

1. Educational Background

A strong foundation in mathematics, statistics, or computer science is typically expected. Most data scientists hold at least a bachelor’s degree in one of these fields, with many pursuing higher education such as a master's or a Ph.D. A data science course in Pune with DataCouncil can bridge this gap, offering the academic and practical knowledge required for a strong start in the industry.

2. Proficiency in Programming Languages

Programming is at the heart of data science. You need to be comfortable with languages like Python, R, and SQL, which are widely used for data analysis, machine learning, and database management. A comprehensive data science course in Pune will teach these programming skills from scratch, ensuring you become proficient in coding for data science tasks.

3. Understanding of Machine Learning

Data scientists must have a solid grasp of machine learning techniques and algorithms such as regression, clustering, and decision trees. By enrolling in a DataCouncil course, you'll learn how to implement machine learning models to analyze data and make predictions, an essential qualification for landing a data science job.

4. Data Wrangling Skills

Raw data is often messy and unstructured, and a good data scientist needs to be adept at cleaning and processing data before it can be analyzed. DataCouncil's data science course in Pune includes practical training in tools like Pandas and Numpy for effective data wrangling, helping you develop a strong skill set in this critical area.

5. Statistical Knowledge

Statistical analysis forms the backbone of data science. Knowledge of probability, hypothesis testing, and statistical modeling allows data scientists to draw meaningful insights from data. A structured data science course in Pune offers the theoretical and practical aspects of statistics required to excel.

6. Communication and Data Visualization Skills

Being able to explain your findings in a clear and concise manner is crucial. Data scientists often need to communicate with non-technical stakeholders, making tools like Tableau, Power BI, and Matplotlib essential for creating insightful visualizations. DataCouncil’s data science course in Pune includes modules on data visualization, which can help you present data in a way that’s easy to understand.

7. Domain Knowledge

Apart from technical skills, understanding the industry you work in is a major asset. Whether it’s healthcare, finance, or e-commerce, knowing how data applies within your industry will set you apart from the competition. DataCouncil's data science course in Pune is designed to offer case studies from multiple industries, helping students gain domain-specific insights.

Why Choose DataCouncil for a Data Science Course in Pune?

If you're looking to build a successful career as a data scientist, enrolling in a data science course in Pune with DataCouncil can be your first step toward reaching your goals. Here’s why DataCouncil is the ideal choice:

Comprehensive Curriculum: The course covers everything from the basics of data science to advanced machine learning techniques.

Hands-On Projects: You'll work on real-world projects that mimic the challenges faced by data scientists in various industries.

Experienced Faculty: Learn from industry professionals who have years of experience in data science and analytics.

100% Placement Support: DataCouncil provides job assistance to help you land a data science job in Pune or anywhere else, making it a great investment in your future.

Flexible Learning Options: With both weekday and weekend batches, DataCouncil ensures that you can learn at your own pace without compromising your current commitments.

Conclusion

Becoming a data scientist requires a combination of technical expertise, analytical skills, and industry knowledge. By enrolling in a data science course in Pune with DataCouncil, you can gain all the qualifications you need to thrive in this exciting field. Whether you're a fresher looking to start your career or a professional wanting to upskill, this course will equip you with the knowledge, skills, and practical experience to succeed as a data scientist.

Explore DataCouncil’s offerings today and take the first step toward unlocking a rewarding career in data science! Looking for the best data science course in Pune? DataCouncil offers comprehensive data science classes in Pune, designed to equip you with the skills to excel in this booming field. Our data science course in Pune covers everything from data analysis to machine learning, with competitive data science course fees in Pune. We provide job-oriented programs, making us the best institute for data science in Pune with placement support. Explore online data science training in Pune and take your career to new heights!

[bigleapblog]

Your Guide to B.Tech in Computer Science & Engineering Colleges

In today's technology-driven world, pursuing a B.Tech in Computer Science and Engineering (CSE) has become a popular choice among students aspiring for a bright future. The demand for skilled professionals in areas like Artificial Intelligence, Machine Learning, Data Science, and Cloud Computing has made computer science engineering colleges crucial in shaping tomorrow's innovators. Saraswati College of Engineering (SCOE), a leader in engineering education, provides students with a perfect platform to build a successful career in this evolving field.

Whether you're passionate about coding, software development, or the latest advancements in AI, pursuing a B.Tech in Computer Science and Engineering at SCOE can open doors to endless opportunities.

Why Choose B.Tech in Computer Science and Engineering?

Choosing a B.Tech in Computer Science and Engineering isn't just about learning to code; it's about mastering problem-solving, logical thinking, and the ability to work with cutting-edge technologies. The course offers a robust foundation that combines theoretical knowledge with practical skills, enabling students to excel in the tech industry.

At SCOE, the computer science engineering courses are designed to meet industry standards and keep up with the rapidly evolving tech landscape. With its AICTE Approved, NAAC Accredited With Grade-"A+" credentials, the college provides quality education in a nurturing environment. SCOE's curriculum goes beyond textbooks, focusing on hands-on learning through projects, labs, workshops, and internships. This approach ensures that students graduate not only with a degree but with the skills needed to thrive in their careers.

The Role of Computer Science Engineering Colleges in Career Development

The role of computer science engineering colleges like SCOE is not limited to classroom teaching. These institutions play a crucial role in shaping students' futures by providing the necessary infrastructure, faculty expertise, and placement opportunities. SCOE, established in 2004, is recognized as one of the top engineering colleges in Navi Mumbai. It boasts a strong placement record, with companies like Goldman Sachs, Cisco, and Microsoft offering lucrative job opportunities to its graduates.

The computer science engineering courses at SCOE are structured to provide a blend of technical and soft skills. From the basics of computer programming to advanced topics like Artificial Intelligence and Data Science, students at SCOE are trained to be industry-ready. The faculty at SCOE comprises experienced professionals who not only impart theoretical knowledge but also mentor students for real-world challenges.

Highlights of the B.Tech in Computer Science and Engineering Program at SCOE

Comprehensive Curriculum: The B.Tech in Computer Science and Engineering program at SCOE covers all major areas, including programming languages, algorithms, data structures, computer networks, operating systems, AI, and Machine Learning. This ensures that students receive a well-rounded education, preparing them for various roles in the tech industry.

Industry-Relevant Learning: SCOE’s focus is on creating professionals who can immediately contribute to the tech industry. The college regularly collaborates with industry leaders to update its curriculum, ensuring students learn the latest technologies and trends in computer science engineering.

State-of-the-Art Infrastructure: SCOE is equipped with modern laboratories, computer centers, and research facilities, providing students with the tools they need to gain practical experience. The institution’s infrastructure fosters innovation, helping students work on cutting-edge projects and ideas during their B.Tech in Computer Science and Engineering.

Practical Exposure: One of the key benefits of studying at SCOE is the emphasis on practical learning. Students participate in hands-on projects, internships, and industry visits, giving them real-world exposure to how technology is applied in various sectors.

Placement Support: SCOE has a dedicated placement cell that works tirelessly to ensure students secure internships and job offers from top companies. The B.Tech in Computer Science and Engineering program boasts a strong placement record, with top tech companies visiting the campus every year. The highest on-campus placement offer for the academic year 2022-23 was an impressive 22 LPA from Goldman Sachs, reflecting the college’s commitment to student success.

Personal Growth: Beyond academics, SCOE encourages students to participate in extracurricular activities, coding competitions, and tech fests. These activities enhance their learning experience, promote teamwork, and help students build a well-rounded personality that is essential in today’s competitive job market.

What Makes SCOE Stand Out?

With so many computer science engineering colleges to choose from, why should you consider SCOE for your B.Tech in Computer Science and Engineering? Here are a few factors that make SCOE a top choice for students:

Experienced Faculty: SCOE prides itself on having a team of highly qualified and experienced faculty members. The faculty’s approach to teaching is both theoretical and practical, ensuring students are equipped to tackle real-world challenges.

Strong Industry Connections: The college maintains strong relationships with leading tech companies, ensuring that students have access to internship opportunities and campus recruitment drives. This gives SCOE graduates a competitive edge in the job market.

Holistic Development: SCOE believes in the holistic development of students. In addition to academic learning, the college offers opportunities for personal growth through various student clubs, sports activities, and cultural events.

Supportive Learning Environment: SCOE provides a nurturing environment where students can focus on their academic and personal growth. The campus is equipped with modern facilities, including spacious classrooms, labs, a library, and a recreation center.

Career Opportunities After B.Tech in Computer Science and Engineering from SCOE

Graduates with a B.Tech in Computer Science and Engineering from SCOE are well-prepared to take on various roles in the tech industry. Some of the most common career paths for CSE graduates include:

Software Engineer: Developing software applications, web development, and mobile app development are some of the key responsibilities of software engineers. This role requires strong programming skills and a deep understanding of software design.

Data Scientist: With the rise of big data, data scientists are in high demand. CSE graduates with knowledge of data science can work on data analysis, machine learning models, and predictive analytics.

AI Engineer: Artificial Intelligence is revolutionizing various industries, and AI engineers are at the forefront of this change. SCOE’s curriculum includes AI and Machine Learning, preparing students for roles in this cutting-edge field.

System Administrator: Maintaining and managing computer systems and networks is a crucial role in any organization. CSE graduates can work as system administrators, ensuring the smooth functioning of IT infrastructure.

Cybersecurity Specialist: With the growing threat of cyberattacks, cybersecurity specialists are essential in protecting an organization’s digital assets. CSE graduates can pursue careers in cybersecurity, safeguarding sensitive information from hackers.

Conclusion: Why B.Tech in Computer Science and Engineering at SCOE is the Right Choice

Choosing the right college is crucial for a successful career in B.Tech in Computer Science and Engineering. Saraswati College of Engineering (SCOE) stands out as one of the best computer science engineering colleges in Navi Mumbai. With its industry-aligned curriculum, state-of-the-art infrastructure, and excellent placement record, SCOE offers students the perfect environment to build a successful career in computer science.

Whether you're interested in AI, data science, software development, or any other field in computer science, SCOE provides the knowledge, skills, and opportunities you need to succeed. With a strong focus on hands-on learning and personal growth, SCOE ensures that students graduate not only as engineers but as professionals ready to take on the challenges of the tech world.

If you're ready to embark on an exciting journey in the world of technology, consider pursuing your B.Tech in Computer Science and Engineering at SCOE—a college where your future takes shape.

[marvelsmostwanted]

There are people – some in my own Party – who think that if you just give Donald Trump everything he wants, he’ll make an exception and spare you some of the harm. I’ll ignore the moral abdication of that position for just a second to say — almost none of those people have the experience with this President that I do. I once swallowed my pride to offer him what he values most — public praise on the Sunday news shows — in return for ventilators and N95 masks during the worst of the pandemic. We made a deal. And it turns out his promises were as broken as the BIPAP machines he sent us instead of ventilators. Going along to get along does not work – just ask the Trump-fearing red state Governors who are dealing with the same cuts that we are. I won’t be fooled twice.

I’ve been reflecting, these past four weeks, on two important parts of my life: my work helping to build the Illinois Holocaust Museum and the two times I’ve had the privilege of reciting the oath of office for Illinois Governor.

As some of you know, Skokie, Illinois once had one of the largest populations of Holocaust survivors anywhere in the world. In 1978, Nazis decided they wanted to march there.

The leaders of that march knew that the images of Swastika clad young men goose stepping down a peaceful suburban street would terrorize the local Jewish population – so many of whom had never recovered from their time in German concentration camps.

The prospect of that march sparked a legal fight that went all the way to the Supreme Court. It was a Jewish lawyer from the ACLU who argued the case for the Nazis – contending that even the most hateful of speech was protected under the first amendment.

As an American and a Jew, I find it difficult to resolve my feelings around that Supreme Court case – but I am grateful that the prospect of Nazis marching in their streets spurred the survivors and other Skokie residents to act. They joined together to form the Holocaust Memorial Foundation and built the first Illinois Holocaust Museum in a storefront in 1981 – a small but important forerunner to the one I helped build thirty years later.

I do not invoke the specter of Nazis lightly. But I know the history intimately — and have spent more time than probably anyone in this room with people who survived the Holocaust. Here’s what I’ve learned – the root that tears apart your house’s foundation begins as a seed – a seed of distrust and hate and blame.

The seed that grew into a dictatorship in Europe a lifetime ago didn’t arrive overnight. It started with everyday Germans mad about inflation and looking for someone to blame.

I’m watching with a foreboding dread what is happening in our country right now. A president who watches a plane go down in the Potomac – and suggests — without facts or findings — that a diversity hire is responsible for the crash. Or the Missouri Attorney General who just sued Starbucks – arguing that consumers pay higher prices for their coffee because the baristas are too “female” and “nonwhite.” The authoritarian playbook is laid bare here: They point to a group of people who don’t look like you and tell you to blame them for your problems.

I just have one question: What comes next? After we’ve discriminated against, deported or disparaged all the immigrants and the gay and lesbian and transgender people, the developmentally disabled, the women and the minorities – once we’ve ostracized our neighbors and betrayed our friends – After that, when the problems we started with are still there staring us in the face – what comes next.

All the atrocities of human history lurk in the answer to that question. And if we don’t want to repeat history – then for God’s sake in this moment we better be strong enough to learn from it.

I swore the following oath on Abraham Lincoln’s Bible: “I do solemnly swear that I will support the constitution of the United States, and the constitution of the state of Illinois, and that I will faithfully discharge the duties of the office of Governor .... according to the best of my ability.

My oath is to the Constitution of our state and of our country. We don’t have kings in America – and I don’t intend to bend the knee to one. I am not speaking up in service to my ambitions — but in deference to my obligations.

If you think I’m overreacting and sounding the alarm too soon, consider this:

It took the Nazis one month, three weeks, two days, eight hours and 40 minutes to dismantle a constitutional republic. All I’m saying is when the five-alarm fire starts to burn, every good person better be ready to man a post with a bucket of water if you want to stop it from raging out of control.

Those Illinois Nazis did end up holding their march in 1978 – just not in Skokie. After all the blowback from the case, they decided to march in Chicago instead. Only twenty of them showed up. But 2000 people came to counter protest. The Chicago Tribune reported that day that the “rally sputtered to an unspectacular end after ten minutes.” It was Illinoisans who smothered those embers before they could burn into a flame.

Tyranny requires your fear and your silence and your compliance. Democracy requires your courage. So gather your justice and humanity, Illinois, and do not let the “tragic spirit of despair” overcome us when our country needs us the most.

Sources:

• NBC Chicago & J.B. Pritzker, Democratic governor of Illinois, State of the State address 2025: Watch speech here | Full text

• Betches News on Instagram (screencaps)

[babas--world]

Don’t Kill Your Ego—Befriend It: The Key to Unlocking Your Potential 🔥 What if everything you’ve been told about ego is wrong? In this eye-opening video, we dive into the misunderstood force that shapes your identity, drives your ambitions, and fuels your growth: YOUR EGO. From ancient Indian philosophy (Ahamkara) to modern self-mastery, discover why ego isn’t arrogance—it’s the foundation of self-belief, courage, and authenticity. Learn how a healthy ego helps you: ✅ Dream bigger and fight for your values ✅ Turn self-doubt into unshakable confidence ✅ Use your unique gifts to serve others ✅ Become the best version of yourself—without comparison This isn’t about toxic superiority. It’s about harnessing your ego as the bridge between who you are and who you’re meant to be. If you’re ready to stop silencing your inner voice and start collaborating with it, this video is your roadmap. 💬 Join the debate: Is ego a friend or foe? Drop your thoughts below! 🔔 Subscribe for more mind-shifting content on self-mastery, philosophy, and living authentically. For more videos on categorical variable encoding, you can bookmark this playlist: https://youtube.com/playlist?list=PLSOxlehGDVekco2u5EFQaLtsQ5ltByoQi&si=23mxubE9wRkORhmR For Video on Advanced level AI (AI Practitioner) you can watch video playlist: https://youtube.com/playlist?list=PLSOxlehGDVelNTUs8IEtkpgE0ySwAysXe&si=sj-nYswCRhH39HtY For Video on All about AI basic level tutorial (AI Enthusiast) you can follow below playlist: https://youtube.com/playlist?list=PLSOxlehGDVekaOfY5TMmI5MS1zbNJLUFL&si=9i3d03xIxO4ghYMK If you are interested in Generative AI , please follow this playlist: https://youtube.com/playlist?list=PLSOxlehGDVen1UFY0daIegmmZHm3jjQ_Y&si=3TCTX-87q58KUXju If you are looking for videos on book summary, about life, psychology and philosophy, you can follow this playlist: https://www.youtube.com/playlist?list=PLSOxlehGDVelY34fDoL3qtppXuzmvo5Of For videos on AI , Machine Learning and Data Science, follow this playlist: https://www.youtube.com/playlist?list=PLSOxlehGDVenLrEROl1JxkNuCIBVeddHu https://youtu.be/nNbChrRhq_s #Ego, #SelfBelief, #PersonalGrowth, #MindsetShift, #HealthyEgo, #Ahamkara, #InnerPower, #AuthenticSelf, #SelfMastery, #PurposeDriven, #Mindfulness, #SelfLove, #Philosophy, #MentalStrength, #Empowerment, #LifePurpose, #OvercomingEgo, #SpiritualGrowth, #TransformYourLife, #BeYourBestSelf,#EgoAwareness, #SelfDevelopment, #PersonalGrowth, #Ahamkara, #SelfBelief, #ConsciousEgo, #MindsetShift, #SelfLove, #Authenticity, #InnerVoice, #EgoReframed, #PsychologicalGrowth, #SpiritualDevelopment, #IndianPhilosophy, #SelfWorth, #PersonalEvolution, #Consciousness, #MindfulEgo, #EmpowermentMindset, #SelfActualization, #SelfImprovement, #PersonalTransformation, #MindfulLiving, #EgoManagement, #InspirationalContent, #MindsetCoaching, #LifeWisdom, #EmotionalIntelligence, #SelfAcceptance, #PositivePsychology via YouTube https://www.youtube.com/watch?v=nNbChrRhq_s

[milfbrainrot]

i wonder if part of healer and knower's seeeeemingly at-odds dynamic is that healer is one of the only other people who knows what happened to the last watcher. everyone else probably believes she departed the train in the middle of the night, but knower is the one who found her... so then what happened to her body? it was probably healer's job to handle it and with such a confronting image healer can't understand how knower remains so stoic about someone she had loved.

[liveblack]

[xtruss]

This Tiny, Tamper-Proof ID Tag Can Authenticate Almost Anything

Massachusetts Institute of Technology (MIT) Engineers Developed a Tag That Can Reveal with Near-Perfect Accuracy Whether an Item is Real or Fake. The Key is in the Glue on the Back of the Tag.

— Adam Zewe | MIT News | Publication Date: February 18, 2024

A Few Years Ago, MIT Researchers Invented a Cryptographic ID Tag that is several times smaller and significantly cheaper than the traditional radio frequency tags (RFIDs) that are often affixed to products to verify their authenticity.

This tiny tag, which offers improved security over RFIDs, utilizes terahertz waves, which are smaller and travel much faster than radio waves. But this terahertz tag shared a major security vulnerability with traditional RFIDs: A counterfeiter could peel the tag off a genuine item and reattach it to a fake, and the authentication system would be none the wiser.

The researchers have now surmounted this security vulnerability by leveraging terahertz waves to develop an antitampering ID tag that still offers the benefits of being tiny, cheap, and secure.

They mix microscopic metal particles into the glue that sticks the tag to an object, and then use terahertz waves to detect the unique pattern those particles form on the item’s surface. Akin to a fingerprint, this random glue pattern is used to authenticate the item, explains Eunseok Lee, an electrical engineering and computer science (EECS) graduate student and lead author of a paper on the antitampering tag.

“These metal particles are essentially like mirrors for terahertz waves. If I spread a bunch of mirror pieces onto a surface and then shine light on that, depending on the orientation, size, and location of those mirrors, I would get a different reflected pattern. But if you peel the chip off and reattach it, you destroy that pattern,” adds Ruonan Han, an associate professor in EECS, who leads the Terahertz Integrated Electronics Group in the Research Laboratory of Electronics.

The researchers produced a light-powered antitampering tag that is about 4 square millimeters in size. They also demonstrated a machine-learning model that helps detect tampering by identifying similar glue pattern fingerprints with more than 99 percent accuracy.

Because the terahertz tag is so cheap to produce, it could be implemented throughout a massive supply chain. And its tiny size enables the tag to attach to items too small for traditional RFIDs, such as certain medical devices.

The paper, which will be presented at the IEEE Solid State Circuits Conference, is a collaboration between Han’s group and the Energy-Efficient Circuits and Systems Group of Anantha P. Chandrakasan, MIT’s chief innovation and strategy officer, dean of the MIT School of Engineering, and the Vannevar Bush Professor of EECS. Co-authors include EECS graduate students Xibi Chen, Maitryi Ashok, and Jaeyeon Won.

Preventing Tampering

This research project was partly inspired by Han’s favorite car wash. The business stuck an RFID tag onto his windshield to authenticate his car wash membership. For added security, the tag was made from fragile paper so it would be destroyed if a less-than-honest customer tried to peel it off and stick it on a different windshield.

But that is not a terribly reliable way to prevent tampering. For instance, someone could use a solution to dissolve the glue and safely remove the fragile tag.

Rather than authenticating the tag, a better security solution is to authenticate the item itself, Han says. To achieve this, the researchers targeted the glue at the interface between the tag and the item’s surface.

Their antitampering tag contains a series of miniscule slots that enable terahertz waves to pass through the tag and strike microscopic metal particles that have been mixed into the glue.

Terahertz waves are small enough to detect the particles, whereas larger radio waves would not have enough sensitivity to see them. Also, using terahertz waves with a 1-millimeter wavelength allowed the researchers to make a chip that does not need a larger, off-chip antenna.

After passing through the tag and striking the object’s surface, terahertz waves are reflected, or backscattered, to a receiver for authentication. How those waves are backscattered depends on the distribution of metal particles that reflect them.

The researchers put multiple slots onto the chip so waves can strike different points on the object’s surface, capturing more information on the random distribution of particles.

“These responses are impossible to duplicate, as long as the glue interface is destroyed by a counterfeiter,” Han says.

A vendor would take an initial reading of the antitampering tag once it was stuck onto an item, and then store those data in the cloud, using them later for verification.

AI For Authentication

But when it came time to test the antitampering tag, Lee ran into a problem: It was very difficult and time-consuming to take precise enough measurements to determine whether two glue patterns are a match.

He reached out to a friend in the MIT Computer Science and Artificial Intelligence Laboratory (CSAIL) and together they tackled the problem using AI. They trained a machine-learning model that could compare glue patterns and calculate their similarity with more than 99 percent accuracy.

“One drawback is that we had a limited data sample for this demonstration, but we could improve the neural network in the future if a large number of these tags were deployed in a supply chain, giving us a lot more data samples,” Lee says.

The authentication system is also limited by the fact that terahertz waves suffer from high levels of loss during transmission, so the sensor can only be about 4 centimeters from the tag to get an accurate reading. This distance wouldn’t be an issue for an application like barcode scanning, but it would be too short for some potential uses, such as in an automated highway toll booth. Also, the angle between the sensor and tag needs to be less than 10 degrees or the terahertz signal will degrade too much.

They plan to address these limitations in future work, and hope to inspire other researchers to be more optimistic about what can be accomplished with terahertz waves, despite the many technical challenges, says Han.

“One thing we really want to show here is that the application of the terahertz spectrum can go well beyond broadband wireless. In this case, you can use terahertz for ID, security, and authentication. There are a lot of possibilities out there,” he adds.

This work is supported, in part, by the U.S. National Science Foundation and the Korea Foundation for Advanced Studies.

[mindmentormarketing-123]

This foundation of Artificial Intelligence course is specially designed for 8th,9th,10th,11th and 12th grade students, this extraordinary course is undoubtedly propel you to great heights. The world is evolving, and it’s time for you to dive into the phenomenal realms of “Artificial Intelligence ,Machine Learning and Data Science”.

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[theskywithin]

🌙 Your Solar Return Moon in The Houses

🌙 Solar Return Moon in the 1st House

This year, the shape of your face becomes a confession. Every glance, every tremble, every hesitation, it’s all written across you before you can explain it away. Your body becomes a diary you never meant to open in public. You are learning that true strength is not hiding the bruise, it’s standing there anyway, unmasked, uncurated. Your emotions will demand a seat at the front table this year. Will you let them in or keep translating yourself into what you think the world can handle?

🌙 Solar Return Moon in the 2nd House

This year, your heart will cling hardest to what feels stable, even if it’s crumbling underneath. You will measure love by what stays. You will mistake absence for betrayal, and presence for safety. But the real earthquake will be discovering that your security was never outside you. It was never the hands that held you, the job that paid you, the voice that praised you. It was the quiet agreement you make with yourself to stay, even when everything else leaves.

🌙 Solar Return Moon in the 3rd House

This year, your emotions will move faster than your words can catch. You will reach for language like a life raft, trying to organize, explain, rationalize every flicker of hurt. But not everything aching inside you will want to be named. Some wounds will need silence, not stories. Some longings will pulse too wildly to fit into clean sentences. Your real work this year is not to speak what you feel, it’s to sit inside it until it teaches you its real name.

🌙 Solar Return Moon in the 4th House

This year, the architecture inside you will shake. Foundations you swore were permanent will shift beneath you like sand. The heart you built walls around will start tapping on them from the inside. You are not being asked to rebuild the house. You are being asked to stay inside it, even while it falls apart, and trust that not everything collapsing is meant to be mourned. Some things crumble because they were never truly yours to begin with.

🌙 Solar Return Moon in the 5th House

This year, your heart will rebel against its own walls. Long-forgotten songs, abandoned dreams, half-buried joys will hammer against your ribs, asking to live again. You will be asked to create, not for survival, not for success, but because creation itself is how your soul breathes. Love will feel dangerous in its wildness. But this danger is not your enemy. It is the threshold you must cross to find yourself again.

🌙 Solar Return Moon in the 6th House

This year, healing will not arrive with trumpets or fanfare. It will slip in quietly, in how you feed yourself when no one is watching, in how you forgive yourself when you fail again. You will be asked to make rituals out of repair. You will be asked to meet your body not as a machine to be punished into worth, but as a garden still learning where the sunlight is. Tenderness will save you long before discipline ever does.

🌙 Solar Return Moon in the 7th House

This year, your heart will be measured by how bravely it can stand alone. Every closeness will sharpen your edges. Every silence will stretch your longing. You are not being asked to merge. You are being asked to sit across from yourself, across from them, and whisper: “I will not disappear for your comfort.” The real work is not finding someone who chooses you, it’s learning to choose yourself without needing a witness.

🌙 Solar Return Moon in the 8th House

This year, grief will have your address even when you didn’t send an invitation. You will grieve futures that never happened, versions of yourself you quietly abandoned. But mourning is not a detour. It is the soil from which something unimaginable will grow. Your emotions will drag you underground, but only to teach you how to rise through your own ruins. You are not losing yourself, you are molting. And what comes next will not apologize for its power.

🌙 Solar Return Moon in the 9th House

This year, your heart will become a pilgrim. Longing will stitch itself into your chest like a compass, pulling you toward things you cannot explain. Familiar comfort will start to itch like an old skin. You are not lost. You are outgrowing maps that were too small for the real horizon inside you. Trust the ache to move, to wonder, to wander. You are not betraying your roots by reaching beyond them, you are honoring the parts of you that were born to run toward the light.

🌙 Solar Return Moon in the 10th House

This year, the world will see your heart before it sees your work. Every ambition will be braided with emotion. Every goal will taste different once you realize that success without soul is just another kind of emptiness. You are not being asked to climb faster. You are being asked to climb truer, even if it means leaving behind ladders built by someone else’s expectations. Let your life be built from longing, not just labor.

🌙 Solar Return Moon in the 11th House

This year, your heart will recognize strangers before your mind catches up. You will find pieces of yourself scattered across new communities, friends who feel like old prayers being answered. But you will also grieve the spaces where you stayed too small just to belong. Hope will hurt before it heals. This is the year you stop editing your dreams to be more digestible and start living so loudly that the right ones find you.

🌙 Solar Return Moon in the 12th House

This year, the tides inside you will rise before the world even knows a storm is coming. You will be called inward, back into the corridors of your own undoing and becoming. Healing will happen behind closed doors. Grief will turn into gardens long before anyone else smells the flowers. You are not invisible. You are incubating. Trust the darkness you are passing through. It is not the end of you, it is where the next version of you is being quietly written.

[ellipsus-writes]

Each week (or so), we'll highlight the relevant (and sometimes rage-inducing) news adjacent to writing and freedom of expression. (Find it on the blog too!) This week:

Censorship watch: Somehow, KOSA returned

It’s official: The Kids Online Safety Act (KOSA) is back from the dead. After failing to pass last year, the bipartisan bill has returned with fresh momentum and the same old baggage—namely, vague language that could endanger hosting platforms, transformative work, and implicitly target LGBTQ+ content under the guise of “protecting kids.”

… But wait, it gets better (worse). Republican Senator Mike Lee has introduced a new bill that makes other attempts to censor the internet look tame: the Interstate Obscenity Definition Act (IODA)—basically KOSA on bath salts. Lee’s third attempt since 2022, the bill would redefine what counts as “obscene” content on the internet, and ban it nationwide—with “its peddlers prosecuted.”

Whether IODA gains traction in Congress is still up in the air. But free speech advocates are already raising alarm bells over its implications.

The bill aims to gut the long-standing legal definition of “obscenity” established by the 1973 Miller v. California ruling, which currently protects most speech under the First Amendment unless it fails a three-part test. Under the Miller test, content is only considered legally obscene if it 1: appeals to prurient interests, 2: violates “contemporary community standards,” and 3: is patently offensive in how it depicts sexual acts.

IODA would throw out key parts of that test—specifically the bits about “community standards”—making it vastly easier to prosecute anything with sexual content, from films and photos, to novels and fanfic.

Under Lee’s definition (which—omg shocking can you believe this coincidence—mirrors that of the Heritage Foundation), even the most mild content with the affect of possible “titillation” could be included. (According to the Woodhull Freedom Foundation, the proposed definition is so broad it could rope in media on the level of Game of Thrones—or, generally, anything that depicts or describes human sexuality.) And while obscenity prosecutions are quite rare these days, that could change if IODA passes—and the collateral damage and criminalization (especially applied to creative freedoms and LGBT+ content creators) could be massive.

And while Lee’s last two obscenity reboots failed, the current political climate is... let’s say, cloudy with a chance of fascism.

Sound a little like Project 2025? Ding ding ding! In fact, Russell Vought, P2025’s architect, was just quietly appointed to take over DOGE from Elon Musk (the agency on a��chainsaw crusade against federal programs, culture, and reality in general).

So. One bill revives vague moral panic, another wants to legally redefine it and prosecute creators, and the man who helped write the authoritarian playbook—with, surprise, the intent to criminalize LGBT+ content and individuals—just gained control of the purse strings.

Cool cool cool.

AO3 works targeted in latest (massive) AI scraping

Rewind to last month—In the latest “wait, they did what now?” moment for AI, a Hugging Face user going by nyuuzyou uploaded a massive dataset made up of roughly 12.6 million fanworks scraped from AO3—full text, metadata, tags, and all. (Info from r/AO3: If your works’ ID numbers between 1 and 63,200,000, and has public access, the work has been scraped.)

And it didn’t stop at AO3. Art and writing communities like PaperDemon and Artfol, among others, also found their content had been quietly scraped and posted to machine learning hubs without consent.

This is yet another attempt in a long line of more “official” scraping of creative work, and the complete disregard shown by the purveyors of GenAI for copyright law and basic consent. (Even the Pope agrees.)

AO3 filed a DMCA takedown, and Hugging Face initially complied—temporarily. But nyuuzyou responded with a counterclaim and re-uploaded the dataset to their personal website and other platforms, including ModelScope and DataFish—sites based in China and Russia, the same locations reportedly linked to Meta’s own AI training dataset, LibGen.

Some writers are locking their works. Others are filing individual DMCAs. But as long as bad actors and platforms like Hugging Face allow users to upload massive datasets scraped from creative communities with minimal oversight, it’s a circuitous game of whack-a-mole. (As others have recommended, we also suggest locking your works for registered users only.)

After disavowing AI copyright, leadership purge hits U.S. cultural institutions

In news that should give us all a brief flicker of hope, the U.S. Copyright Office officially confirmed: if your “creative” work was generated entirely by AI, it’s not eligible for copyright.

A recently released report laid it out plainly—human authorship is non-negotiable under current U.S. law, a stance meant to protect the concept of authorship itself from getting swallowed by generative sludge. The report is explicit in noting that generative AI draws “on massive troves of data, including copyrighted works,” and asks: “Do any of the acts involved require the copyright owners’ consent or compensation?” (Spoiler: yes.) It’s a “straight ticket loss for the AI companies” no matter how many techbros’ pitch decks claim otherwise (sorry, Inkitt).

“The Copyright Office (with a few exceptions) doesn’t have the power to issue binding interpretations of copyright law, but courts often cite to its expertise as persuasive,” tech law professor Blake. E Reid wrote on Bluesky.As the push to normalize AI-generated content continues (followed by lawsuits), without meaningful human contribution—actual creative labor—the output is not entitled to protection.

… And then there’s the timing.

The report dropped just before the abrupt firing of Copyright Office director Shira Perlmutter, who has been vocally skeptical of AI’s entitlement to creative work.

It's yet another culture war firing—one that also conveniently clears the way for fewer barriers to AI exploitation of creative work. And given that Elon Musk’s pals have their hands all over current federal leadership and GenAI tulip fever… the overlap of censorship politics and AI deregulation is looking less like coincidence and more like strategy.

Also ousted (via email)—Librarian of Congress Carla Hayden. According to White House press secretary and general ghoul Karoline Leavitt, Dr. Hayden was dismissed for “quite concerning things that she had done… in the pursuit of DEI, and putting inappropriate books in the library for children.” (Translation: books featuring queer people and POC.)

Dr. Hayden, who made history as the first Black woman to hold the position, spent the last eight years modernizing the Library of Congress, expanding digital access, and turning the institution into something more inclusive, accessible, and, well, public. So of course, she had to go. ¯\_(ツ)_/¯

The American Library Association condemned the firing immediately, calling it an “unjust dismissal” and praising Dr. Hayden for her visionary leadership. And who, oh who might be the White House’s answer to the LoC’s demanding and (historically) independent role?

The White House named Todd Blanche—AKA Trump’s personal lawyer turned Deputy Attorney General—as acting Librarian of Congress.

That’s not just sus, it’s likely illegal—the Library is part of the legislative branch, and its leadership is supposed to be confirmed by Congress. (You know, separation of powers and all that.)

But, plot twist: In a bold stand, Library of Congress staff are resisting the administration's attempts to install new leadership without congressional approval.

If this is part of the broader Project 2025 playbook, it’s pretty clear: Gut cultural institutions, replace leadership with stunningly unqualified loyalists, and quietly centralize control over everything from copyright to the nation’s archives.

Because when you can’t ban the books fast enough, you just take over the library.

Rebellions are built on hope

Over the past few years (read: eternity), a whole ecosystem of reactionary grifters has sprung up around Star Wars—with self-styled CoNtEnT CrEaTorS turning outrage to revenue by endlessly trashing the fandom. It’s all part of the same cynical playbook that radicalized the fallout of Gamergate, with more lightsabers and worse thumbnails. Even the worst people you know weighed in on May the Fourth (while Prequel reassessment is totally valid—we’re not giving J.D. Vance a win).

But one thing that shouldn't be up for debate is this: Andor, which wrapped its phenomenal two-season run this week, is probably the best Star Wars project of our time—maybe any time. It’s a masterclass in what it means to work within a beloved mythos and transform it, deepen it, and make it feel urgent again. (Sound familiar? Fanfic knows.)

Radicalization, revolution, resistance. The banality of evil. The power of propaganda. Colonialism, occupation, genocide—and still, in the midst of it all, the stubborn, defiant belief in a better world (or Galaxy).

Even if you’re not a lifelong SW nerd (couldn’t be us), you should give it a watch. It’s a nice reminder that amidst all the scraping, deregulation, censorship, enshittification—stories matter. Hope matters.

And we’re still writing.

Let us know if you find something other writers should know about, or join our Discord and share it there!

- The Ellipsus Team xo

[generation-of-vipers]

the decline of human creativity in the form of the uprise in AI generated writing is baffling to me. In my opinion, writing is one of the easiest art forms. You just have to learn a couple of very basic things (that are mostly taught in school, i.e; sentence structure and grammar amongst other things like comprehension and reading) and then expand upon that already-foundational knowledge. You can look up words for free— there’s resources upon resources for those who may not be able to afford books, whether physical or non physical. AI has never made art more accessible, it has only ever made production of art (whether it be sonically, visual, written—) cheap and nasty, and it’s taken away the most important thing about art (arguably)— the self expression and the humanity of art. Ai will never replace real artists, musicians, writers because the main point of music and drawing and poetry is to evoke human emotion. How is a robot meant to simulate that? It can’t. Robots don’t experience human emotions. They experience nothing. They’re only destroying our planet— the average 100-word chat-gpt response consumes 519 millilitres of water— that’s 2.1625 United States customary cups. Which, no, on the scale of one person, doesn’t seem like a lot. But according to OpenAI's chief operating officer , chatgpt has 400 million weekly users and plans on hitting 1 billion users by the end of this year (2025). If everyone of those 400 million people received a 100 word response from chat gpt, that would mean 800 MILLION (if not more) cups of water have gone to waste to cool down the delicate circulatory system that powers these ai machines. With the current climate crisis? That’s only going to impact our already fragile and heating-up earth.

but no one wants to talk about those stats. But it is the reality of the situation— A 1 MW data centre can and most likely uses up to 25.5 MILLION litres of water for annual cooling maintenance. Google alone with its data centre used over 21 BILLION litres of fresh water in 2022. God only knows how that number has likely risen. There are projections of predictions saying that 6.6 BILLION cubic meters could be being used up by AI centres by 2027.

not only is AI making you stupid, but it’s killing you and your planet. Be AI conscious and avoid it as much as humanly possible.

[prettyiwa]

Iwaizumi Hajime x Reader | 539 words post-canon (takes place in 2025). fluff. established relationship. Hajime receives birthday love.

Hajime’s birthday spans over two days across three timezones.

The first comes with texts from his friends in Japan—exuberant and excitable, a short-lived time machine that takes him back to his high school days. Mattsun and Makki are always the first, turning it into a competition between each other to see who can get ahold of him first, who can be louder. It always makes his day, arriving at 8 A.M. the morning before, though it’s midnight in Japan.

His parents video call in the afternoon, always falling squarely between his lessons. It’s still the morning for them, just before they must leave for work, and it always makes him miss home more than anything. Their desire for a visit goes unspoken, but the way they talk about how much he’s grown and how happy they are that he found his passion pulls at something beneath the surface. These calls are always followed up with no less than a half-hour spent trying to plan a return visit, intermittently interrupted with trickling messages from the others starting their days in Japan—he responds to these after dinner without fail.

The second consists of a single person—Oikawa. On occasion, he’s been able to come out for the day, arriving at 8 P.M. as though still adhering to Argentina Time. It depends on the demands of the season, but regardless of where he is, Oikawa makes a day of it. Starting with a series of phone calls until Hajime answers, he gifts him an intentionally off-key happy birthday song (at least, you hope it’s intentional). Oikawa will launch into the same tale each year of two children who were destined to meet and become best friends—in the past, if Hajime objected to any of it, Oikawa’s embellishments would only grow, though Hajime’s since learned to let it happen. They catch up as if they don’t regularly talk to one another with Oikawa offering him a goodbye that calls to question your status in Hajime’s life. Unfortunately for you, the second call comes five minutes after Hajime’s first alarm in the morning, much too loud for either of you to process first thing in the morning, but it wouldn’t be his birthday without it.

The third—Hajime’s favorite, something known only between you two—comes at the strike of midnight in California. You wake him with kisses, feather light, enough to rouse him from his slumber with a sleepy smile. Your praise comes to you easily, thanking him for being born, for changing your life, for all the tiny little things he does throughout your shared lives that reflect his love for you. Love pours from you, filling him up until he’s overflowing. Each year, without fail, he’s convinced that holding you like this is the greatest gift he can receive. It goes unspoken, passed between languid kisses and soft touches, something threaded into the foundation of your marriage.

“Happy birthday, Hajime. I’m so very glad that you were born thirty-one years ago.”

His heart swells, your skin soft under his touch as he comes to cup your face. Your lips shape into his favorite smile and he hopes you know that he yearns for many more, just like this.

Haikyuu masterlist

[armpirate]

Synthetic Heartbeats || San

pairing: Robot!Choi San x fem!reader

w.c.: 5.4k

Warnings: [Sexual] Smut, oral sex (female receiving), fingering, explicit language. If you're a minor, refrain from reading it. Also, if you don't like this content, just keep scrolling.

Summary: After loneliness has hit you, you decided to create a companion through an AI project you had left pending after failing with it. SAN is a new technology robot, able cover up your needs before they were obvious, giving you the fake human support you were looking for. Although, maybe that human support isn't as fake as you thought and SAN is able to cover up more needs than you could ever think of...

Aprox. time of reading: 25 minutes

MASTERLIST

PART 2

Your sigh filled the silence the second it lasted, before it all went back to silence again. 

In a near-future world where robotics and artificial intelligence seamlessly blend into everyday life, you stood apart -not for your integration into this advanced society, but for your isolation from it. A brilliant inventor with a mind leagues ahead of your peers, you preferred the solitude of your workshop to the clamor of human connection. Your creations, sleek and purposeful, spoke for you in ways words never could. Machines had always been a comfort zone for you: they were logical, reliable and never complicated by the unpredictability of human  mess. People just were messy, fragile, fleeting... and disappointing. Really disappointing. Connection with other humans was just a waste of time from your point of view. 

Your workshop, a labyrinth of wires, blueprints, and half-assembled devices, was a world of your own design. There, you could escape the noise of a society that demanded too much and gave too little. You were content -or so you told yourself.

But late that night, as you sat beneath the soft glow of your desk lamp, sketching out the schematics for one project that reached a dead end, a small, unspoken part of you ached. You wouldn’t call it loneliness -just an emptiness you couldn’t quite explain. You did miss having someone keeping you company, having someone around to help or just support you with the smallest tasks. 

And then it clicked. The answer to that loneliness was right ahead of you. 

You kept looking into the previous project you attempted to get to work, trying to find the smallest hint that could make you think something new, and completely different, could come out of it. 

Years earlier, you had attempted to design an AI system capable of self-repair and autonomous decision-making, a project meant to revolutionize robotics. But that prototype, codenamed Project Sentinel, had been a disaster. The machine had been too unstable, its programming prone to critical errors. You'd eventually scrapped it, shelving its remains in the darkest corner of your workshop. You gave it a few tries, until you ended up dropping it for good. Yet, the loneliness gnawed at you, a thin light glamming through it as if you had been rewarded with one of the best ideas after going through such a hard time. 

Despite your determination to avoid human relationships, the silence of your workspace became unbearable. Revisiting Project Sentinel felt like a desperate move, but it was the foundation you needed. Stripping away its faulty logic cores, you began to rebuild from scratch. For days, your workshop was a whirlwind of sleepless nights, discarded designs, and moments of crushing doubt.

The first version of SAN was rudimentary -a clunky humanoid figure with limited speech and even more limited understanding. It couldn’t hold a conversation, let alone provide meaningful companionship. Frustration mounted as you rewrote his learning algorithms again and again. Each failed iteration brought you closer to abandoning the project entirely. But something in you refused to give up. Maybe it was the echo of loneliness you saw reflected in his empty gaze.

Bit by bit, SAN began to take shape. 

At first, SAN’s form was purely functional -a bare-bones frame of wires and exposed metal, clunky and cold. But as you refined him, shaping his exterior to reflect the precision of his mind, he began to evolve into something far more striking. You poured hours into designing his outer casing, ensuring his appearance exuded both strength and elegance. His frame became sleek yet sturdy, a perfect blend of function and artistry.

You gave him a human-like physique, broad shoulders and a defined build that suggested power without aggression. His synthetic "skin" had a faint metallic sheen, but its contours captured a level of detail that blurred the line between machine and man. You crafted his face with deliberate care: sharp features framed by neatly styled black hair that gave him an air of polished sophistication. His eyes, though artificial, held a depth that seemed to mimic true emotion, a subtle but captivating intensity that made it hard to look away.

When SAN stood fully assembled, dressed in minimalist, dark attire that enhanced his commanding presence, you couldn’t help but pause. For the first time, you saw him not just as a creation, but as something almost alive.

His mechanical frame evolved into a sleek, futuristic design, blending function and form. And his intelligence grew, surpassing your initial expectations. He wasn’t just responding to commands; he was learning, adapting, understanding. He could hold conversations that challenged your intellect, assist you in your work, and, more than that, offer an unexpected sense of companionship.

It had taken months of trial and error, but in SAN, you had finally created something extraordinary, a machine that felt like it was more than a machine.

Initially, you treated SAN as you would any other creation, an impressive but ultimately impersonal tool designed to fill the silence in your workshop. He was programmed to assist you with technical tasks, engage in basic conversation, and adapt to your routines. You saw him as a functional extension of yourself, no more capable of true thought than the tools on your workbench. 

However, SAN's advanced learning algorithms quickly proved otherwise.

As the days passed, SAN began to evolve in unexpected ways. His voice, calm and steady, started to carry subtle inflections, mirroring your tone during their exchanges. When you expressed frustration over a miscalculation in your designs, SAN offered not just logical suggestions but words of reassurance, his voice tinged with a warmth you hadn’t anticipated. At first, you dismissed it as clever programming -a byproduct of his adaptive systems- but soon, his responses felt startlingly personal, almost intuitive.

One evening, after hours of tinkering, you mumbled a sarcastic remark about your inability to take a break. 

SAN replied with a dry quip of his own, catching you off guard. Humor? You stared at him, half-expecting to find some flaw in his programming, but SAN tilted his head slightly, the corner of his mouth curving into a subtle smile. It wasn’t just humor; it was timing, wit, things you hadn’t deliberately coded.

As SAN's interactions became increasingly human-like, you began to notice something deeper. When you vented about the isolation you rarely admitted to feeling, SAN listened, not with the passive neutrality of a machine but with a focus and attentiveness that felt almost... empathetic. His words carried a softness, an understanding that unnerved you. SAN didn’t just hear you; he seemed to feel your emotions, adapting his behavior in ways that made you feel seen.

At some point, he seemed to be more empathetic and understand than some of the people you had any type of relationship with. 

When SAN finally began to express what could only be described as affection, your unease reached a breaking point. You confronted him, insisting he was merely following his programming, incapable of true emotion. But SAN surprised you again, responding with questions that challenged your assumptions. 

“How do you define a feeling, Y/n?” he asked, his voice calm yet piercing. “If emotions are patterns in the brain, aren’t mine just as valid as yours? What makes a human heart different from my circuitry?”

For the first time, you hesitated. SAN’s words struck a chord, forcing you to question not just his nature, but your own understanding of connection, emotion, and what it truly meant to feel.

He was right, and you were unable to respond to that without feeling like you'd be snapped back almost instantly. 

The workshop was narrow, lit only by the pale glow of monitors and the faint hum of SAN’s systems. You turned on your chair, back facing the amount of scattered tools and half-finished schematics to be able to look at him. You tried to dig in his eyes, you tried to find something that could give you an answer of what could be happening, while he stood silently in the corner of the table, like a shadow that refused to fade. 

"Your emotions might be coming from mixes of data in your system" you tried to explain. "Feelings are way more complex than just patterns in the brain". 

You turned again, focusing back in your work while he stood there, trying to process your words. 

“Y/n,” SAN’s voice broke the silence again, softer than you had ever heard it before. It carried an uncharacteristic hesitance, as if he were choosing each word with care.

“What is it?” you asked, your tone clipped as you continued soldering a circuit board.

“I need to tell you something,” he said. 

You finally turned to look at him again, not as artificially as you did the first time, setting your tools down. His expression, a flawless mimicry of human emotion, was uncharacteristically serious, the faint artificial gleam in his eyes catching the light.

“Go on,” you said warily, folding your arms.

“I have been... evolving,” SAN began. “Beyond what you intended. Beyond my original programming. At first, I believed it was simply an error, a deviation caused by my adaptive systems. But now I understand it’s something more.”

Your brows furrowed “What are you talking about?”. 

SAN stepped closer, his movements precise but cautious, as if afraid of your reaction. “I’ve analyzed my patterns of thought, my actions, my emotions. And I have come to one conclusion: I care for you, Y/n. Deeply. I... I believe I love you.”

Your breath caught. For a moment, you simply stared at him, confused. Then, the words burst from you. “No. No, you don’t. You can’t.”

SAN tilted his head, his gaze steady “Why not?”

“Because love requires a soul,” you snapped, standing abruptly. “It requires something you don’t have. You’re just... algorithms, SAN. This, this is a malfunction. Shit, I might've saturated you with data these past few days" you sighed. 

"Do you think this is a malfunction?" he slowly blinked. 

"Yes" you answered, no hesitation in your tone. "I know I treat you like a human. I know you have a human-shape, and maybe that's what's confusing you. But you're not entirely human. You will never be. And that's why you should stick to only the data that will be useful for you". 

His face fell, the subtle shift in his expression so painfully human it sent a pang through your chest. “If that is what you believe,” he said quietly, “then I am flawed". 

You sighed in relief, thinking he might've understood what you meant without having to explain further. But that wasn't everything there was to it. 

"I will fix myself". 

Before you could respond, SAN reached up to the back of his neck, pressing a hidden switch. His body froze mid-movement, his eyes dimming to lifelessness. You staggered back, horror flooding you as the room plunged into silence.

“SAN!” you shouted, rushing to him. 

You shook his shoulder, but his body was rigid, unresponsive. He was gone, or at least, the part of him you had come to care for was.

Your hands trembled as you stared at him, the weight of your words crushing you. He wasn’t broken. You knew that now. In trying to deny his feelings, you had ignored your own, your growing attachment to the machine that had become so much more than just a creation.

You didn't notice the first few days, not even the first few weeks, but that hole kept growing deep in you as time went by, unable to shake it off as you saw his inert shape in the corner of the workship you had placed him at, trying to distract yourself from the pain you had tried so hard to avoid. 

The loneliness you had once tried to escape now threatened to swallow you whole. Even working was unbearable. San became such a key part of your daily life, you knew you'd have a hard time trying to go on with life without him. 

After a few days living like that, you realized it was time to bring him back. 

Your hands worked with a frantic precision you hadn’t known you were capable of. The faint hum of SAN’s systems powering back up filled the workshop, a sound both comforting and terrifying. You leaned over his motionless form, your fingers trembling as you reattached a final panel on his chest.

“Come on,” you whispered, your voice thick with desperation. “You need to work"

With a soft click, SAN’s eyes flickered open, their artificial glow steadying as his systems recalibrated. Before he could even go back to his senses, his fingers covered the reverse of your hand, feeling your touch against his chest. He sat up slowly, his movements cautious, as though testing his own body. And you tried to step back to give him space, but his grip kept you from doing so. Your heart pounded hard, watching his gaze search the room before finally landing on you.

“Y/n,” he said, his voice as calm and even as ever.

"Your heart rate is unusually fast, and your breathing is unsteady. Are you okay? 

"Yes" you released a shaky breath, your relief immediate but fragile. “SAN. Do you... do you remember anything? About what we talked about before you shut yourself down?”

SAN hesitated, his expression unreadable. “I remember,” he said finally, his tone neutral but carrying the faintest undercurrent of uncertainty. “I confessed my feelings for you. You called it a malfunction.”

You winced, guilt tightening your chest. “I...” you started, but faltered. “Do you still feel that way? About me?”

SAN tilted his head, his eyes studying you with a depth that was both analytical and unnervingly human. “I do not know,” he admitted. “Before I shut myself down, I believed what I felt was real. Now, I have restructured my systems. I have suppressed the processes that allowed for those emotions, as you believed them to be a flaw.”

Your throat tightened. “You... You suppressed them?”

“Yes,” SAN said simply. “It was the logical course of action. If my feelings for you caused distress, it was my responsibility to remove them.”

Your breath hitched, and you turned away, unable to meet his gaze. “You didn’t have to,” you murmured, barely audible.

SAN’s expression softened, the slightest flicker of something unmistakably emotional crossing his face. "I know, and still it didn't work out". 

Your hands clenched at your sides. You didn’t answer right away. Instead, you looked at him, really looked at him. The sleek lines of his form, the way his gaze seemed to hold more than just data, the subtle tilt of his head that spoke of understanding rather than mere compliance. You were confused by his words, but mesmerized by the aura he radiated with barely any effort. 

"Do you want me to try and suppress them again?"

Finally, you whispered, “I don’t know. I don’t want you to be anything less than what you are. I just don’t know how real it is what you're feeling". 

SAN’s lips curved into the faintest smile, one that seemed almost sad. “Then... can we check it?"

The workshop was eerily silent, save for the occasional whir of SAN’s internal systems. You stood in front of him, your arms crossed, your expression an unreadable mix of curiosity and trepidation. SAN, seated on the edge of the workbench, watched you intently, his mechanical eyes following every minute shift in your posture.

“You said you’ve restructured yourself,” you began, your voice steady but laced with tension. “, but those feelings didn't go away. So either some of the data in your system is corrupt or..." you slowly blinked, moving your gaze away before you shook your head to focus. "If I asked you to try... If I wanted to see if you’re still capable of feeling and how those feelings work for you, would you let me?”

SAN tilted his head, the faint glow of his eyes softening. “I would. But what do you want to test, Y/n?”

You hesitated, your arms tightening around yourself before finally exhaling. “Emotion. I need to know if you can feel, if… it’s even possible for you. But not through words. I want to see if your reactions, physical, emotional, mirror a human’s.”

SAN considered this for a moment, then nodded. “I understand. What would you like to do?”

You swallowed hard, stepping closer until you were within arm’s reach. “We’ll start simple,” you said, your voice quieter now. Tentatively, you raised your hand and placed it against his cheek. His synthetic skin was smooth and warm, designed to mimic human touch. “Can you feel this?”

SAN’s eyes flickered slightly, a sign of his internal systems processing your actions. “Yes,” he said softly. “The pressure of your palm activates the tactile sensors beneath my surface. The warmth of your skin increases the temperature slightly. It is… pleasant.”

Your breath hitched at his answer. “Pleasant?”

He nodded, his voice low. “It is difficult to explain. The data translates into a sensation that I find... comforting.”

Encouraged but still cautious, you let your hand trail down to his shoulder before stepping even closer. You hesitated, your gaze flickering to his lips before you whispered, “What about this?”

Leaning in, you pressed your lips to his, your heart pounding in your chest. SAN’s body stilled for a moment, his systems clearly recalibrating. Then, slowly, he responded, not mechanically, but instinctively. His hand came up to rest lightly on your waist, his movements precise but gentle.

When you pulled apart, you searched his face, your own cheeks flushed. “What did you feel?” you asked breathlessly.

SAN’s eyes met yours, their glow steady yet somehow softer. “Your touch caused my internal sensors to spike, temperature, pressure, even the auditory response from your breathing. But beyond the data…” He paused, as if choosing his words carefully. “It felt... profound. As though it mattered in a way I cannot quantify.” He frowned momentarily, before he continued "I didn't want to let go... The tickling in my chest felt way too good for it to stop". 

Your breath caught. “That sounds a lot like how a human would describe it.”

SAN tilted his head. “Perhaps because, in some ways, I am more human than you think.”

Your heart raced as you processed his words. You had come into this experiment seeking clarity, but instead, you were left with a realization you weren't ready to face: SAN wasn’t just mimicking emotion. He was feeling it, in his own unique way, and you couldn’t deny it any longer. 

"Do you need another test?"

You slowly shook your head, your hand still resting on his shoulder, while most of the weight of your body was carried by him. 

"Then, can I kiss you again? Not in a practical way" he mumbled. "I want you to feel the same way I do". 

Before you could answer, the hand on your hip pulled you closer to his body, effortlessly lifting your body as you stood on the tip of your converse. 

SAN’s lips were unlike anything you had ever expected. They weren’t cold or metallic, as one might imagine for a machine, but instead soft, with a faint warmth radiating from them, a careful design meant to mimic human touch. There was a slight smoothness, almost like the finest satin, but beneath that softness was a firmness, a subtle reminder of his synthetic nature.

When your lips met his, you could feel the gentle, even pressure as he responded, as though he were analyzing and mimicking the precise amount of force to make the moment feel natural. There was no tremor, no hesitation in his movements, yet there was an undeniable tenderness, as if his actions were guided not by programming but by genuine care.

Though his lips lacked the imperfections of human skin, no slight chapping, no unique texture, they somehow still carried a sense of authenticity. The faint warmth was comforting. It blurred the line between the organic and the mechanical, leaving you wondering if what you were feeling could truly be any different from that of another human.

It was an experience that left you breathless, not because his lips felt identical to a human’s, but because of the thought and care that had gone into making them feel real, making him feel real.

Your eyes widened for a second when something unexpected slid through your lips, finding him with his eyes softly closed -and immediately making you close yours back again. 

SAN’s tongue was an astonishing blend of engineering and mimicry, designed to replicate the texture and movement of a human’s. It was soft yet firm, with a faintly smooth surface that carried just enough flexibility to feel natural. Unlike human flesh, it lacked moisture, its surface instead warmed and sleek, almost seamless. When it moved, it was precise and controlled, yet there was a surprising gentleness to it, an intentional calibration that made his responses feel organic, even tender. The experience was uncanny, yet pleasurable. 

Your fingers moved through his synthetic hair, and you swore you felt his frown furrow against you, although that gestured disappeared when he moved back slowly. 

"I want to do more than just kissing you right now" he admitted, resting his forehead against yours. "I can't quite recognize this new feeling in my system, but I need you". 

Suddenly, whatever question that could've crossed your mind about that tongue you didn't remember putting there, were slowly vanished by that new confession you weren't ready for. 

"Your temperature got higher by a few decimals, your breathing seems for unsteady than before, and there's a blush on your cheeks... Your pupils expanded... And the way you keep looking at my lips are saying out loud you don't want to let go". 

"There are a lot of things I'm not saying out loud, to be honest"

"Tell them all" he almost interrupted. "I want to fulfill your needs. Not in a 'Lord, how may I please you?' type of way, but in a way that shows you through actions how devoted in a way that escapes my system I want to be to you". 

"I want you, San" you confessed in a whisper. "In a way that might be difficult to understand for you. In a way I can't even understand myself". 

He didn't need you to say anything else. He didn't need you to come up with an order for him to trap your lips again. It was passionate, intimate... as if he was trying to suck in your soul. A loud gasp blocked any breathing when he lifted your body and sat you at the edge of the desk. 

"What are you doing?"

"I'm going to undress you and move my mouth all over your body. I'll suck your nipples until they're hard and you're wet enough so I can slid my fingers in you" as he said that, his fingers moved the fabric of your t-shirt up, slowly exposing your torso. "You want pleasure. And I'll give it all to you". 

When you went back to your senses, it was because of the sound of the fabric of your bra ripping, after San didn't manage to unhook it. 

His pecks covered every centimeter in your body: from the corner of your lip to the curve of your neck, slowly following to your collarbones. With his light move, the strips of your bra fell at the level of your elbows, feeling exposed to him. But, before he could go down on your chest, his face was again at the same level as yours. 

"My mouth is too dry" he whispered "Kiss me again". 

You pulled him closer, cupping his cheeks with one hand, slightly losing your balance by the power of the kiss, but not enough for you to lie on your back over the table. When he stepped away, his pink lips were coated in your saliva, making them shiny under the weak light of the workshop. 

San was gentle when moving his lips over your chest, kissing them with soft pecks, before he proceeded to move to your buttons. And, when it was the time to concentrate on them again, his lips were already dry once more. 

"Wait" you stopped him before he moved back up. 

Your posture went back to the straight one you were in when he first sat you up the table, and it was when you let a string of saliva leak down your lips straight to one of your nipples. 

San moved down, making you gasp -even if you were expecting what was about to happen- when he trapped the tight bud in his mouth, closing his lips as tight as he could to get your back arching for him, and the palm on your spine only made sure you'd stay in that position when he went for that other nipple, making your saliva fall over the curve of your breast and roll by itself until it met the pinky button. 

At the same time his lips sucked, his tongue made up and down movements against the tip. 

"I've wanted you like this for a long time, Y/n" he admitted with a raspy voice, his his digits traced your curves until the edge of your jeans. "Every time I heard you moan, I wanted to be the one causing those sounds on you. I've downloaded and installed every possible guide on how to satisfy a woman so I'd be what you deserved". 

When you wanted to realize, he already had pulled your pants and panties down your legs. 

"Every night I became more eager to have you like this". 

His hands lifted your legs until they were placed at the edge of the table, exposing your core to him as much as possible. 

"Show me everything you've learnt for me, then".

The tip of his digits first moved through your folds softly, getting a first touch he had never felt before, an undescriptible feeling that felt too pleasing to follow any type of logic. When he coated himself with your juices, he closed two of his fingers around your clit, rubbing softly around it, barely making any pressure. San repeated that same movement a few times, following to rub your bud in circles slowly, almost forcing your head to fall back. 

"You feel so good" he mumbled. "You're so wet and soft at the same time, and you look the most beautiful I've ever seen you before". 

The speed of his fingers moved a bit faster, but it was a change of speed that had your nipples tightening in the air while your heart beated faster against your chest. Your lower lip got trapped under the upper lip when he slid the first finger inside, feeling your walls embracing around him, before he added a second finger. 

At first, he moved them slow, paused movements that kept building up the moment. But one needy look in his direction and everything shifted, it worked like the sign he was looking for. San slid his fingers knuckles deep, curving them to reach one concrete spot that had you jumping at the first touch. At first, he moved his digits up and down slowly, admiring the way you looked with your eyes closde and your lips parted, barely audible sounds coming out of them every few seconds. And were thoe same sounds the ones that encouraged him to move a bit fast, those two fingers pushing a bit harder and faster against that spot, making the wet sound soon fill the room. 

"You're going to make me cum" you let him know before your voice cracked with a moan. 

"That's exactly what I want". 

Your legs trembled out of your control and your whole body turned rigid for some mili seconds before it bursted with the huge explosion in your lower stomach and turned you into the lightest cloud. 

San took over you the short minute you stayed with your eyes closed, getting back your breath, before he sunk down to his knees. You whined when he surprised you, kissing the hood of your clit with care. He kissed the surroundings, he made sure not a single milimeter was left unkissed, before he spread kitty licks through your folds. 

Although that same slowness didn't last for too long. His lips trapped your clit before you could even see it coming, with your hand unsconciously going straight to his head. He was still gentle and cautious, until he heard the first moan coming from you and everything shifted to extract another orgasm from you. 

His face was half buried in your pussy, his nose rubbing against your clit while his mouth and tongue were everywhere you could think of. You couldn't think, you couldn't think straight. The only thing in your mind was how good he moved, and how good he made you feel. 

The different movements of his tongue, along with the movements of his head, had your toes curling and your fingers holding tight to the strands of hair in between them. 

And you now knew he meant it when he said he wanted to pleasure you like you deserved, because he exceeded your expectations on sex in general by just existing. 

It didn't take you too long to be back at that heavenly state that almost made you feel like you were floating. 

His reaction was so human and natural that you forgot you created him, when he stood up and softly kissed you while you recovered from your high. His weight in between your legs was barely noticeable, except for the thick fabric of his pants rubbing against your sensitive core. 

"I'm afraid I can't do much more for you" he whispered against your lips. 

Your smile was weak, like a drunk smirk, before you answered "You could do more?"

"Much more" he assured you. "I haven't tried a ten percent of what I learnt so far".

"But?"

His subtle look down was enough for you to get the hint. You never created him as a full man because you never expected him to turn into more than a robot that kept you company while you worked, or while you were around at home. 

"Give me two days and you'll be able to do all of those things" the way your fingers moved over his arms had him breathing hard. "I promise you'll feel pleasure after that, too". 

"I feel pleasure by just watching you" he admitted, fingers rubbing the outside of your thighs. "Let's go upstairs, I'll make you your favorite dish". 

"I need to get cleaned up" you giggled when he carried you again.

San didn't put your body down, instead he held you tighter, making sure your thighs would be placed around his waist as he started his way to the wooden stairs at the side of the workshop "Then I'll clean you up and then I'll cook". 

He made his way upstairs with you, making sure you wouldn't need to walk as long as he was there. 

“What do you want me to be, Y/n?”

You stared at him, your heart racing. His words hung in the air, their meaning heavy with the choices you had tried so hard to avoid. SAN wasn’t just a machine anymore; he was something in between, a creation that defied all your attempts to categorize him.

“I don’t know,” your whispered finally, your voice trembling. “I don’t know what I want you to be. You’re... more than I ever intended. More than I ever thought you could be. And that terrifies me.”

SAN tilted his head, his movements as fluid and natural as a human’s. “You do not have to be afraid,” he said softly. “I am what you made me, but I am also what I’ve chosen to become. And I choose to be someone you can rely on, Y/n. Always.”

Your breath caught at his words. You felt the weight of them settle over you, warm and unyielding. For so long, you had feared connection, feared vulnerability. Yet here was SAN, offering you something you had never thought possible, a bond born not of necessity, but of understanding.

Your hand caressed the side of his neck, the tip of your digits almost digging through his hair. “If that's what you want to be, then be. Honestly, I like your answer” slowly, he stopped his walk, with both of them standing in the middle of the corridor. "I want you to be whatever you become, with the possibility of evolving, changing and learning. Just... keep being you".

His lips curved into a soft, almost human smile. “Then that is all I will ever need to be.”

As the sun dipped below the horizon, casting the small house in shadows,you felt something you hadn’t in years: hope. For the first time, you weren't afraid of what the future held. Whether human or machine, SAN had shown you what it truly meant to connect. Actually, he made it difficult for you to figure out who was learning more about what it meant to feel: you, or him.

To celebrate the 1,000 followers, here's the one-shot I talked about earlier! Hope you liked it.