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The Future of Education: Exploring the GPT-Powered AI Tutor
The traditional classroom setting is undergoing a metamorphosis. The rise of artificial intelligence (AI) is ushering in a new era of personalized learning, and at the forefront of this revolution stands the GPT-powered AI tutor. This innovative technology leverages the power of generative AI technology, specifically models like GPT-3, to create a dynamic and individualized learning experience for students.
Revolutionizing Education with AI Tutors
Imagine a tutor who can adapt to your unique learning style, identify your strengths and weaknesses, and curate a personalized learning path. This is the promise of the AI tutor in education. GPT-powered AI tutors utilize AI language models to understand student queries, analyze their responses, and provide tailored feedback.
Benefits of GPT-powered AI Tutors
Personalized Learning: An AI tutoring system can assess a student's knowledge level and design a learning plan that addresses their specific needs. This ensures a deeper understanding of concepts rather than rote memorization.
24/7 Availability: Unlike human tutors, AI tutors are available around the clock. Students can access virtual learning assistants for clarification, practice problems, or review materials anytime, anywhere.
Engaging and Interactive Learning: GPT-powered AI tutors can employ various engaging methods like simulations, gamification, and interactive exercises to make learning fun and effective.
Immediate Feedback: AI tutors provide instant feedback on a student's work, allowing them to rectify mistakes and solidify their understanding of concepts.
The Road Ahead for AI Tutors
While GPT-powered AI tutors hold immense potential, their development is still in its nascent stages. Further advancements are needed to address potential biases in training data and ensure the technology complements, rather than replaces, human educators.
The Future is Now with Celebal Technologies
Celebal Technologies is at the forefront of developing next-generation AI-powered learning solutions. We are committed to harnessing the power of GPT and other cutting-edge AI technologies to create personalized and engaging learning experiences for all.
Are you ready to explore the future of education? Contact Celebal Technologies today and see how our AI tutors can empower your students to achieve their full potential.
#ai tutor#gpt-powered ai tutor#ai tutor in education#ai tutoring system#generative ai technology#virtual learning assistant#ai language model
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Learn how Generative AI enhances eLearning by personalizing experiences to drive engagement and boost retention rates.
#AI-Powered Tutoring System#Benefits Of Gen AI in Education#Generative AI#Generative AI in Transforming E-Learning#Generative AI-Powered Solution#Personalized Learning Education Systems
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Learn how Generative AI enhances eLearning by personalizing experiences to drive engagement and boost retention rates.
#AI-Powered Tutoring System#Benefits Of Gen AI in Education#Generative AI#Generative AI in Transforming E-Learning#Generative AI-Powered Solution#Personalized Learning Education Systems
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See how Generative AI reshapes eLearning with tailored experiences, enhancing student retention and engagement.
#AI-Powered Tutoring System#Benefits Of Gen AI in Education#Generative AI#Generative AI in Transforming E-Learning#Generative AI-Powered Solution#Personalized Learning Education Systems
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How Does Generative AI Customize Interactive Learning Experiences?
See how Generative AI reshapes eLearning with tailored experiences, enhancing student retention and engagement. In the rapidly evolving digital landscape, Generative AI has emerged as a transformative force, revolutionizing how we approach education and learning. This branch of artificial intelligence focuses on creating new content and ideas by learning patterns from existing data. Its…
#AI-Powered Tutoring System#Benefits Of Gen AI in Education#Generative AI#Generative AI in Transforming E-Learning#Generative AI-Powered Solution#Personalized Learning Education Systems
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Key Benefits of AI Learning
In today’s digital landscape, artificial intelligence (AI) is revolutionizing countless sectors, with education emerging as one of the most impacted. From personalized learning experiences to data-driven insights for teachers, AI is reshaping how students learn and how educators teach. This article delves into the transformative benefits of AI in education, focusing on how AI supports both educators and learners, offering innovative and scalable solutions to modern challenges in the classroom.
AI as a Personal Tutor: Empowering Individual Learning
One of the most significant advancements in educational technology is AI-powered tutoring systems. Unlike traditional human tutors, AI tutors can adapt to the unique learning styles and knowledge levels of individual students. These systems assess students' progress in real-time, identify areas where they may be struggling, and offer tailored support accordingly. This personalized approach enhances learning outcomes, providing each student with the specific attention they need.
What makes AI-powered tutoring particularly powerful is its scalability. While human tutors are limited in the number of students they can manage, AI systems can serve countless students simultaneously, making personalized learning accessible on a global scale. As a result, AI bridges the gap between students with diverse educational needs, including those who might require additional support due to disabilities or learning challenges.
Personalization at Scale: Meeting the Needs of Every Learner
One of the biggest challenges educators face is catering to the varied needs of students within a single classroom. From advanced learners to students with different learning abilities, a one-size-fits-all approach to education can leave many behind. AI systems address this issue by analyzing individual student data, such as performance history, learning pace, and comprehension, to create a tailored learning experience.
For teachers, this means more time to focus on areas that require human intervention—such as fostering critical thinking and facilitating classroom discussions—while AI handles the task of personalizing learning materials for each student. The ability to provide real-time feedback and support through AI also ensures that students remain engaged and motivated to progress at their own pace, reducing the feeling of being overwhelmed or falling behind.
Streamlining Grading and Feedback with AI
Grading can be a time-consuming and repetitive task for educators. AI solutions are stepping in to alleviate this burden by automating the grading process. These systems not only speed up grading but also provide more consistent and accurate assessments. For example, AI can instantly grade multiple-choice questions, while also offering insightful feedback on essay-based responses, evaluating grammar, coherence, and even creative thinking.
By automating grading, educators can allocate more time to curriculum development, lesson planning, and one-on-one student interactions. Additionally, AI’s ability to provide instant feedback to students creates a continuous learning environment where mistakes are addressed immediately, fostering a growth mindset and encouraging intellectual curiosity.
Enhancing Course Quality Through Data-Driven Insights
AI's power doesn’t stop at personalization and grading. It also helps educators improve their teaching methods and course content through data-driven insights. By analyzing student performance data over time, AI can identify patterns and trends that might not be immediately visible to educators. For instance, AI can highlight which areas of a course consistently challenge students, enabling teachers to modify or enhance those sections for better comprehension.
This data-driven approach ensures that educators are constantly improving their teaching strategies, creating more effective learning environments that meet the evolving needs of their students. Moreover, AI systems can suggest improvements not only for individual students but also for the class as a whole, offering insights on how to adjust teaching methods to foster better outcomes.
Timely and Constructive Feedback in AI Learning Environments
In today’s tech-savvy world, many students feel more comfortable interacting through digital platforms than face-to-face communication. AI learning systems capitalize on this trend by providing a safe and private space for students to receive constructive feedback. This immediate feedback encourages a trial-and-error learning method, which is essential for academic and personal growth.
AI fosters a learning environment where students can ask questions and make mistakes without fear of judgment, ultimately improving their confidence and intellectual resilience. As students receive real-time feedback, they can address their knowledge gaps more efficiently and stay on track with their academic goals.
The Future of AI in Education: Enhancing Teacher-Student Collaboration
Despite its many advantages, the goal of AI in education is not to replace teachers but to empower them. By taking on administrative tasks like grading and offering personalized tutoring, AI frees educators to focus on high-impact activities such as mentorship, creative problem-solving, and emotional support. The teacher-student relationship remains at the heart of education, with AI playing a supportive role to enhance this dynamic.
Looking ahead, AI’s role in education is set to expand, with potential advancements in virtual reality (VR) and augmented reality (AR) further enriching the learning experience. From virtual field trips to AI-generated immersive learning environments, the possibilities for AI in education are boundless, making it an essential tool for educators in the 21st century.
#AI in education#personalized tutoring#data-driven learning#AI-powered teaching tools#AI feedback systems
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From Classroom to Screen: The Evolution of AI-Powered Tutoring Systems
AI-powered tutoring systems have transformed traditional educational approaches by leveraging advanced technologies to deliver personalized and interactive learning experiences through digital platforms. Here’s a comprehensive look at the evolution of these systems and their impact on education:
Early Development of AI in Education
Introduction of Intelligent Tutoring Systems (ITS)
Intelligent Tutoring Systems (ITS) emerged in the 1970s as early applications of AI in education. These systems used rule-based algorithms to provide personalized tutoring in specific subjects, such as mathematics and language learning. ITS aimed to simulate the role of a human tutor by adapting lessons based on student responses and performance.
Limitations and Challenges
Early ITS faced limitations in scalability and adaptability due to rigid rule-based algorithms. They struggled to accommodate diverse learning styles and lacked the flexibility to adjust content dynamically based on real-time student interactions.
Advancements in AI and Machine Learning
Rise of AI-Powered Tutoring Systems
With advancements in AI and machine learning, AI-powered tutoring systems have evolved significantly. These systems utilize sophisticated algorithms to analyze vast amounts of data and provide adaptive learning experiences tailored to each student’s unique needs and learning pace.
Personalized Learning Experiences
AI-powered systems offer personalized learning paths that adapt in real-time based on student performance and comprehension. They incorporate data analytics to assess learning gaps and strengths, delivering targeted interventions and resources to enhance learning outcomes.
Transition to Digital Platforms
Shift from Classroom to Online Learning
The evolution of AI-powered tutoring systems has facilitated the transition from traditional classroom settings to digital platforms. These systems enable remote and flexible learning, allowing students to access educational resources anytime and anywhere through web-based interfaces and mobile applications.
Accessibility and Inclusivity
By supporting remote learning environments, AI-powered tutoring systems promote accessibility and inclusivity in education. They bridge geographical barriers and provide equal learning opportunities for students in rural or underserved areas, as well as those with physical disabilities or health limitations.
Impact on Education Practices
Enhanced Educator Effectiveness
AI-powered systems automate administrative tasks, such as grading and progress tracking, freeing up educators’ time for personalized instruction and mentorship. They provide educators with data-driven insights into student performance and learning patterns, enabling informed decision-making and tailored teaching strategies.
Transformation of Learning Dynamics
The integration of AI in education has transformed learning dynamics by fostering interactive and engaging experiences. AI-powered systems incorporate multimedia elements, simulations, and adaptive assessments that cater to diverse learning styles, enhancing student engagement and comprehension.
Future Directions and Challenges
Continuous Innovation in AI Technology
The future of AI-powered tutoring systems holds promise for continuous innovation and refinement. Advances in natural language processing and predictive analytics will further enhance the capabilities of these systems, enabling more sophisticated interactions and personalized learning experiences.
Addressing Ethical and Privacy Concerns
As AI becomes more integrated into education, addressing ethical concerns related to data privacy, algorithmic bias, and digital literacy is crucial. Educational institutions must implement robust safeguards and ethical guidelines to protect student data and ensure equitable access to AI-powered educational tools.
Conclusion
AI-powered tutoring systems represent a paradigm shift in education, transitioning from traditional classroom settings to digital platforms that offer personalized, adaptive, and inclusive learning experiences. As these systems continue to evolve with advancements in AI technology, they have the potential to revolutionize education by making learning more accessible, engaging, and effective for students and educators worldwide.
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Exploring the Impact: Applications of Artificial Intelligence in Education
#youtube#AI-driven education Educational technology advancements Machine learning in learning Intelligent tutoring systems Digital classrooms Persona
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AI Tutoring: Revolutionizing the Learning Experience
Introduction
The field of education is undergoing a significant transformation, driven by advancements in technology, particularly Artificial Intelligence (AI). AI tutoring is revolutionizing the learning experience by providing personalized, adaptive, and interactive support to students. With its ability to analyze vast amounts of data, understand individual learning needs, and provide tailored feedback, AI tutoring has the potential to enhance student engagement, improve learning outcomes, and empower learners to reach their full potential. This article explores the exciting possibilities of AI tutoring and its impact on the future of education.
1. Personalized Learning at Scale
Traditional classrooms often follow a one-size-fits-all approach, where educators must cater to the needs of a diverse group of students. AI tutoring changes this dynamic by offering personalized learning experiences to individual students. By analyzing data on students' strengths, weaknesses, learning styles, and progress, AI tutors can adapt instructional content, pace, and strategies to meet each student's specific needs. This personalized approach ensures that students receive the right support and challenges, leading to improved engagement and academic achievement.
2. Adaptive and Intelligent Support
AI tutoring systems are equipped with intelligent algorithms that continuously assess and adapt to students' performance and progress. These systems can identify knowledge gaps, misconceptions, and areas of struggle in real-time. Through targeted interventions, adaptive feedback, and scaffolding, AI tutors provide customized support to help students overcome challenges. AI tutoring systems learn from students' interactions, making them more effective over time by refining their understanding of learners' individual requirements and tailoring their assistance accordingly.
3. 24/7 Availability and Accessibility
One of the significant advantages of AI tutoring is its availability and accessibility. Unlike traditional tutoring, AI tutors can be accessed anytime and anywhere, providing support beyond the limitations of physical spaces and time constraints. This flexibility allows students to engage with learning materials and receive assistance at their own convenience. AI tutors can cater to individual learning paces, enabling students to revisit concepts, practice skills, and seek guidance whenever they need it. This accessibility democratizes education, providing equal opportunities for students regardless of their geographical location or socioeconomic background.
4. Engaging and Interactive Learning Experiences
AI tutoring leverages interactive technologies to engage students actively in the learning process. Through chatbots, virtual assistants, or intelligent tutoring systems, students can engage in dynamic conversations, ask questions, and receive immediate feedback. These AI-driven interactions simulate the benefits of one-on-one tutoring, fostering critical thinking, problem-solving, and metacognitive skills. AI tutors can also incorporate gamification elements, simulations, and virtual reality, making the learning experience more immersive, engaging, and enjoyable for students.
5. Data-Driven Insights for Educators
AI tutoring systems generate a wealth of data on students' learning behaviors, performance, and progress. Educators can harness this data to gain valuable insights into students' strengths, weaknesses, and learning patterns. By analyzing this information, educators can make informed decisions about instructional strategies, curriculum design, and targeted interventions. Data-driven insights from AI tutoring systems empower educators to provide more effective support, identify gaps in curriculum, and personalize instruction to meet students' needs.
Conclusion
AI tutoring is revolutionizing the learning experience by offering personalized, adaptive, and interactive support to students. By leveraging the power of AI, education can transcend the limitations of traditional classrooms and provide tailored instruction to learners at scale. AI tutors offer personalized learning, adaptive support, 24/7 availability, and engaging experiences, empowering students to become active, self-directed learners. Additionally, AI tutoring provides educators with valuable data-driven insights to enhance instructional practices. As AI technology continues to advance, the potential for AI tutoring in education is immense. By embracing AI tutoring, we can transform education, foster lifelong learning, and equip students with the skills they need to thrive in a rapidly evolving world.
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It's no wonder Out happened when you really think about it. Nastya doesn't like organic life because it's complicated, it can break, sometimes it's even unfixable.
quote from gender rebels
Nastya is in love with Aurora, and in saying that she is saying "you are not organic life, I can deal with you because you are metal and algorithm and predictable" - we can see this in bedtime story when she says she'll tweak Aurora's story creation algorithm
screenshot from A Bedtime Story
Aurora is not inorganic. She is not ai. She is a space moon made of flesh and blood and teeth and bone. She is not an ai. She is a body that was taken and stripped of autonomy, of the right to self identify, of the right to think- to be imperfect and organic.
The metal is a veneer that hides how messy and traumatized and unfixable she is. From the outside she is a starship. From the inside she can still bleed.
And this makes them fundamentally incompatible. But yet, they are in love.
And really, it's no wonder Nastya fell in love with Aurora. Let's take a look at Nastya's home planet, or at least home society:
"Terminals were scattered across the planet. There was one on every street corner, one beneath every lamppost and one in every commune block." "The midwife-machine performs a series of programmed manœuvres to quieten [the baby]. It cradles it and hums at several pitches until it finds one that seems most soothing. Mechanical arms stroke the baby’s flesh even as others start the process of implanting augmented reality interfaces into its nervous system." "The Czar an atrophied frame, never present in the real world and worn to dust by the chemical compounds that kept his brain alive so it could live forever in a perfect virtual paradise. The Rabotnik a copy, a mind preserved unchanging in the instant before its death and placed in an everlasting metal frame." (Cyberian Demons)
Its safe to say the world Nastya was born into, from the very minute she was born, was ridden with technology. She has augmented reality interfaces inplanted into her from birth. It would stand to reason that being taken from this society, wherein technology is everywhere, inside and out, would stand for a bit of a shock.
Aurora too had been augmented by the Cyberia.
While it is stated that the last time Nastya had used the ports themselves was directly before her death — "The last time she had used the ports, her tutor had ripped them out of her as the rebels stormed the palace" — Aurora is laced with Cyberian technology. I'd imagine she has something of a 'bluetooth wireless connection' with Aurora, rather than the physical data transfer of files between the ports and Nastya, it may as well be similar enough.
Imagine being Nastya, going from Cyberia, wherein there is augmented reality contantly, transplanted onto a ship with metal blood, a jonny, and a vampire. To Aurora, where the only bits of augmented reality run through Aurora.
Of course she'd fall in love with her. Aurora is familiarity. Aurora isn't organic. Aurora isn't human.
And of course when the undeniable part of aurora that is organic, that is a flesh moon plated in metal with her brain hooked to machines, when so much has broken and been replaced, when, presumably, aurora is less of an algorithm, nastya leaves with the brand cyberia left on her.
Because Aurora healing, becoming more of herself and less of a starship, is messy, and organic, and human.
and hard for nastya.
‘Think how long she’s been flying you around. Think how many bullet holes you’ve punched through her and how many atmospheres you’ve dropped her through. Think how many alterations and improvements we’ve made, Tim to her guns and Ashes to her storage and Brian to her engines and the Toy Soldier to who knows what. How much do you think is left of her after all she’s brought you through?’ Nastya held up the ancient, battered piece of hull plating. Just visible under the grime and scars of particles of space junk was a fragment of the Aurora’s original logo and serial number. Jonny honestly couldn’t remember the last time he had seen a version that hadn’t been painted by the Mechanisms themselves. ‘So she’s free, now.’ Nastya gestured around at the spaceship they were standing in. ‘This Aurora can take you where you want to go. I’m going to take my Aurora somewhere else.’
Aurora was ship of theseus'd. Aurora was improved. Aurora was no longer cyberian. (both literally, and metaphorically)
So nastya left.
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Reviewing and relearning the basics of grammar and punctuation will make you a better writer.
I know online spaces often ignore those kinds of rules, and that Tumblr especially has made an art of the omission of punctuation. But these are not just the boring bits — these are the tools used to make your writing comprehensible to others. Good writing is, first and foremost, about clear communication.
Even for people who feel like they have a strong grasp on these things because they read a lot, even for people who are writers, I highly recommend doing some review of terminology. I've always been a big reader, and while I was in college majoring in English writing skills, I took a job tutoring for English and ESL. The first ESL students I worked with were asking about things like predicates, prepositions, and how tense works, etc. At the time, I knew how to write clearly and coherently. I could tell what was wrong with a sentence and rewrite it correctly. However, it had been literal years since I had any kind of in-depth grammar lessons — not since probably the 3rd or 4th grade. I didn't remember the vocabulary for the things that I was correcting. Suddenly I needed not only to know how to write, but also how to explain all those basic components of language and writing to someone whose first language had completely different rules.
So, I grabbed a copy of Strunk & White's Elements of Style and started studying in between students. I copied whole sections out into my notebook by hand (the slow, physical work of writing can help with memory in a way that typing does not match). If a student asked me something that I didn't know, we would look up the answer together.
Being able to put a name to the various structural components of a sentence meant that I could not only look at and correct a poorly written one, I could also understand specifically what was wrong, and explain how to fix it. Proper grammar and punctuation is a basic skill that every writer should strive to develop — it's as important a tool in your box as theme, plot structure, or tension. It enables us to express our ideas as clearly as possible, with less room for misinterpretation.
There's no shame in not knowing something, or having forgotten something you were taught once. Humans are always learning, and our education systems are highly imperfect. And if there's one thing I hope we've taken away from all the AI garbage and the enshittification of the internet the last few years, it's that we cannot and should not rely on technology to make up for basic skills you never learned. We can only keep working, keep learning, and keep practicing.
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Dive into how Generative AI is revolutionizing eLearning through customized content, boosting retention and engagement.
#AI-Powered Tutoring System#Benefits Of Gen AI in Education#Generative AI#Generative AI in Transforming E-Learning#Generative AI-Powered Solution#Personalized Learning Education Systems
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Dive into how Generative AI is revolutionizing eLearning through customized content, boosting retention and engagement.
#AI-Powered Tutoring System#Benefits Of Gen AI in Education#Generative AI#Generative AI in Transforming E-Learning#Generative AI-Powered Solution#Personalized Learning Education Systems
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Uncover the power of Generative AI in eLearning, delivering personalized learning and improving student retention.
#AI-Powered Tutoring System#Benefits Of Gen AI in Education#Generative AI#Generative AI in Transforming E-Learning#Generative AI-Powered Solution#Personalized Learning Education Systems
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Teaching Resources I Use as a Sub
I think substitute teaching is a good way to make extra money even if you don't plan on becoming a teacher, so I wanted to share some things that help me :)
Classroom Screen - I use this every time I sub (unless a smartboard isn't available for whatever reason), it has lots of little widgets for classroom management and communication
Teachers Pay Teachers - pre-made activities for students to do in case you need something extra, free and paid options
Stedi Bonus Activities - more activities, these are all free and geared toward substitutes (the main site offers paid training courses, I don't recommend them as someone who was able to do a course for free, they were very basic and not all the advice was good)
cK-12: free grade school level textbooks, useful for short, additional readings (I wouldn't trust the AI tutor thing)
Read Think Write Interactives - these are a bunch of charts that students can fill out on their computers, or you could fill one out together on a smart board based on what was learned in class
Boom Learning - more interactives, these are more focused activities rather than templates
CNN10 - daily 10 minute news clips, can be used to fill time
Class Dojo - classroom management system that uses points that can be earned or lost, this is difficult to implement from the perspective of a sub since you can't import class lists, but it may be useful to use numbers and reset points at the end of the day
most of these are unnecessary unless you're working with a very bare bones lesson plan or are subbing long term, but I can't recommend classroom screen enough
next are some useful youtube video genres worth keeping in mind (always remember to vet anything you want to show ahead of time)
multi-hour long relaxing music - good for background noise during quiet work, I don't recommend music with lyrics or recognizable instrumentals such as movie soundtracks and video game music because they may end up amping up students instead
mario run - these are like fun guided exercise videos, short ones are good for brain breaks and longer ones are good for when you have to have recess inside (some classes may not be able to handle the excitement, make volume expectations clear before starting)
animals in action - I've used like snake and spider videos as rewards for good behavior, kids love it
and lastly, some things I keep in my bag
clipboard with compartment - I keep school maps, extra paper, mental health crisis numbers, and even my resume inside and I'll clip attendance sheets and lesson plans on top of it
fidgets for students to borrow
prizes - mini erasers and stickers are popular and relatively cheap
dice, playing cards, flashcards - extra, tangible activities (the dice and playing cards are for randomly picking numbers to add subtract multiply etc.)
ok that's all bye
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can you tell me more about this jjk hacker au
this is set in cyberpunk-ish universe where
yuuji finds out he's not entirely human (on both sides of his family actually) and accidently ingests the world's most evil virus (sukuna is still his uncle somehow)
gojo is trying to figure out how to bypass all of sukuna's security to free yuuji; he is the world's greatest (supposedly) ethical hacker, a cryptography professor and ceo of his own (very successful) cybersecurity firm where he employs his students; he is not only very good at accessing computer systems but he can easily manipulate people into simply revealing the information he needs
nobara actually really wanted to be a popular streamer (in order to become a successful influencer) but every time someone pissed her off in a game she would just hack into their account and steal everything; gojo offered her a scholarship based on that and while nobara does not particularly care about getting a degree she used the chance to get out of her hometown
maki is on a sports scholarship and could probably be an olympic athlete but her actual goal is to get her hands on information about the zenin that will allow her to become the head of the family; she is very good at accessing buildings / physical spaces (or just torturing information out of people)
megumi is writing increasingly powerful algorithms that can easily access different systems but more importantly he is the world's most suffering teacher's assistent; he felt indebted to gojo because gojo used to tutor him for free and bought him any hardware he wanted so megumi thought he could pay him back by helping him with his lectures. he is regretting everything now.
if you get a phone call from your boss asking for a password and you need to tell it to him now it's urgent that was actually inumaki
panda rarely (never?) leaves the campus but if you need another identity he's the guy; he will make you a linkedin account with 200 connections in 1h
this is the pre-shibuya team lineup so yuuta is currently doing his semester abroad after accidently creating the world's first conscious ai that he modelled after his dead childhood gf; he did start the singularity but this is not about him so gojo was like 'this is going to be miguel's problem for now'
#thank you so much for asking let's all play in this sandbox#shoko is probably a cyborg doctor nanami is cfo of gojo's company but he does all the ceo work and geto is a black hat hacker#ok looking at it now hacker au does not fit entirely#but I do love stories of people who use social engineering to access private information hmm information security au#but whatever#jjk
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