#AI for code quality

[jcmarchi]

How AI is Redefining Team Dynamics in Collaborative Software Development

New Post has been published on https://thedigitalinsider.com/how-ai-is-redefining-team-dynamics-in-collaborative-software-development/

How AI is Redefining Team Dynamics in Collaborative Software Development

While artificial intelligence is transforming various industries worldwide, its impact on software development is especially significant. AI-powered tools are enhancing code quality and efficiency and redefining how teams work together in collaborative environments. As AI continues to evolve, it’s becoming a key player in reconfiguring team dynamics, enhancing productivity, and streamlining communication. This article explores how AI redefines team dynamics in collaborative software development, unlocking new ways of working and shaping the industry’s future.

The Shift to AI-Augmented Development

In the past, software development relied heavily on human expertise at every stage, from design and coding to testing and deployment. While this traditional approach has driven significant progress, it faces bottlenecks, including inefficiencies, communication barriers, and human errors. Recent advancements in AI, however, are offering intelligent solutions that effectively address these challenges, transforming how development teams operate.

AI-augmented development redefines team collaboration by automating routine tasks such as bug detection, code reviews, and version control. By handling these repetitive tasks, AI allows developers to focus on more complex, higher-order problems, improving their productivity and efficiency. This automation also promotes effective collaboration by minimizing bottlenecks and reducing the need for constant manual intervention.

In addition, AI-powered tools like GitHub Copilot and DeepCode are helping developers to write code cleaner and faster. These tools provide real-time suggestions, enabling teams to maintain consistent coding standards across multiple developers. This reduces team friction and creates a more harmonious work environment, enabling junior developers to work independently while following best practices.

Enhancing Cross-Functional Collaboration

AI’s impact goes beyond just coding; it’s becoming vital for enhancing collaboration among teams, especially in agile development environments. Software development relies heavily on teamwork, shifting responsibilities between developers, testers, product managers, and business users. These teams must interact and communicate effectively to achieve their shared goals. AI tools are helping to break down the traditional silos that often get in the way of effective communication.

For instance, AI-driven project management platforms like Asana and Jira optimize task allocation by analyzing team performance and identifying skill gaps. These platforms predict potential roadblocks and suggest workflows that ensure tasks are assigned to the most appropriate team members, improving project outcomes. AI also assists in forecasting timelines, reducing project delays, and providing data-driven insights that help team leaders make more informed decisions.

Furthermore, AI’s natural language processing (NLP) capabilities enable more effective communication between technical and non-technical team members. AI-powered chatbots and virtual assistants can now interpret technical jargon and translate it into language that product managers or clients can understand. This communication mechanism creates a more inclusive team environment where everyone is on the same page, regardless of their technical expertise.

Boosting Remote and Distributed Teams

In today’s globalized world, remote work has become the norm for many software development teams. Distributed teams often face challenges related to communication, coordination, and maintaining productivity across time zones. AI is crucial in bridging these gaps and ensuring that remote teams remain as effective as co-located ones.

AI-powered collaboration tools like Slack and Microsoft Teams incorporate features that help manage distributed workforces. These platforms utilize AI to analyze communication patterns, flag potential miscommunications, and suggest the best meeting times based on team members’ availability across different time zones.

Additionally, AI is transforming code review processes for remote teams. Tools like Codacy and CodeClimate use machine learning algorithms to automate code reviews, ensuring that teams follow best practices even when senior developers are not immediately available for oversight. This mechanism accelerates the review process and maintains consistency in code quality merged into the project.

AI also helps maintain team bonding in a remote setting. AI-powered sentiment analysis tools can monitor communication channels, identifying signs of burnout or disengagement among team members. These insights allow managers to intervene early and provide support, ensuring remote teams remain motivated and productive.

AI and Continuous Integration/Continuous Delivery (CI/CD)

One of the most significant shifts AI drives in team dynamics is in continuous integration and continuous delivery (CI/CD). AI-powered tools enhance CI/CD pipelines by automating various aspects of the software development lifecycle, from testing to deployment.

Traditionally, teams invested significant manual effort in managing CI/CD pipelines to ensure they tested, integrated, and deployed code changes without disrupting the system. However, AI automates these processes, allowing teams to implement changes more frequently and confidently. Tools like CircleCI and Jenkins now integrate AI algorithms that predict the success of builds, identify failure points, and optimize deployment strategies.

AI-driven CI/CD fosters better collaboration among developers and operations teams (DevOps). By automating routine deployment tasks, AI allows DevOps teams to focus on strategic improvements and infrastructure scalability instead of constantly dealing with deployment issues. This enhances the synergy between development and operations teams, creating a more cohesive workflow that aligns with the project’s broader goals.

Democratizing Software Development

As AI increasingly integrates into collaborative development environments, software development becomes more accessible to everyone. AI-powered low-code and no-code platforms are allowing non-developers to contribute to software projects in ways that were previously impossible.

Platforms like OutSystems and Appian use AI to guide users through the software development process, enabling business analysts, project managers, and clients to create functional applications without extensive coding expertise. This democratization shifts the traditional dynamic of software teams, where developers are the sole gatekeepers of technical knowledge. Now, diverse teams can actively participate in the development process, contributing to innovation and bringing new perspectives.

These developments have also led to the rise of “citizen developers,” who can quickly prototype ideas, test them, and iterate without relying on professional developers for every process step. This evolution speeds up the innovation cycle and allows software development teams to focus on refining and scaling ideas rather than being bogged down by the initial stages of development.

AI as a Team Member: The Rise of AI Pair Programming

One of the most fascinating developments in AI-assisted software development is the concept of AI as a virtual team member. AI pair programming, where a human developer collaborates with an AI tool to write and review code, is gaining traction. GitHub Copilot, for example, uses OpenAI’s Codex model to assist developers by suggesting code completions, functions, and entire blocks of code based on context.

AI pair programming tools are not just passive assistants; they actively participate in the development process by learning from past codebases and user interactions to provide increasingly accurate suggestions. This evolution fundamentally changes how developers interact with their work, reducing cognitive load and allowing them to focus on more complex, creative tasks.

AI is changing traditional team dynamics by being a constant collaborator. It is reducing the need for junior developers to rely heavily on senior colleagues for guidance. AI tools can now provide that guidance in real time, helping to level the playing field and accelerate the onboarding process for new team members.

The Bottom Line

AI is not just a tool for improving efficiency; it fundamentally reshapes how teams collaborate and innovate in software development. By automating routine tasks, enhancing cross-functional communication, and enabling more inclusive and democratized development processes, AI is setting the stage for a new era of teamwork.

As AI continues to advance, the future of collaborative software development looks promising. Human creativity and AI-driven automation will work together to unlock new levels of productivity and innovation. Teams will be able to confidently tackle increasingly complex projects, knowing that AI is there to support them at every turn.

[nintendont2502]

yk its just. so goddamn fun watching the rise of llms as an artist, writer *and* programmer. oh haha yeah the computers are gonna take over literally any potentially tolerable career i could have? cool. great. i cant wait

[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.

[emily-mooon]

God I’m so pissed off at this hellsite for making a deal with ai companies >:[

[ctrinity]

Exploring Claude AI's Key Features for Enhanced Productivity

Claude AI outlines its diverse capabilities aimed at various user groups, including writing, analysis, programming, education, and productivity. It supports long-form content creation, technical documentation, and data analysis....

Claude AI Outlines Capabilities for Diverse Users 🤖 AI assistants teaching Claude AI outlines its diverse capabilities aimed at various user groups, including writing, analysis, programming, education, and productivity. It supports long-form content creation, technical documentation, and data analysis, while also providing customized assistance for teachers, students, blog writers, and…

[maigetheplatypus57]

rip to my 760 day long duolingo streak o7

[tsundereace]

Gender and the Mojave Wasteland or why i think New Vegas is so popular amongst trans women

In summary someone's gender (including the player's character) does matter to greater or lesser extents amongst the various societies and some characters that they can encounter which is likely to prompt someone to think more about gender, and or will have the game recognise and affirm theirs depending on the individual anyway

I have to assume other RPG's from a similar time and or quality presumably also did this to some extent but not as prominently as NV due to it typically being singled out in this regard

There's a few re occurring elements that do add to this such as the perks that allow you to flirt with them to be more cooperative largely only working on people of a compatible orintation, and Ceasers Legion's frequent misogyny but since thats more about gender as a whole withen the game here's a few things that would have resonated with trans women specifically

First is an unmarked companion quest where you are tasked to find Veronica a dress

(For the record her default outfit is baggy with a hood make your own jokes)

"I just like 'em, you know? They make you feel like a woman. Those ladies before the War, they knew what they were doing."

Even if you forget about this she will make a remark upon placing one in her inventtory but due to how the game is coded will not actualy put it on herself

next is from the in game Radio New Vegas where between the songs one of the presenters lines is

"The women of New Vegas ask me a lot if there's a Mrs. New Vegas. Of course there is. You're her. And you're still as perfect as the day we met."

and last but not least in the player's house within the Old World Blues DLC comes with an AI assistant who is hardcoded to call the player sir but will apologise when that is misgendering

"Sir? You are aware that I'm a woman, right?" "Indubitably, sir, but it is with a great lugubriousness that I must disclose that my programmers installed only the masculine honorific, sir. Moreover they neglected to enclose a parameter by which said honorific might be omitted altogether - over my most strenuous of remonstrances, sir."

all of these factors together would have likely catalysed some thoughts and new vegas being a very replayable game would have remained in discussion long enough for said thoughts to take shape

or maybe trans women just have better taste in video games ¯\_(ツ)_/¯

[luvvictoria]

Just thinking about Experimental Combat Android!Ghost — a machine built for war, cold, precise, and lethal… until you come along and start making him glitch.

Android!Ghost – A classified military experiment. Ghost isn’t just a machine; he’s the machine. The most advanced combat android ever built, designed to be faster, stronger, and deadlier than any human soldier.

Android!Ghost - " Machines don’t feel." – That’s what they told you when you were assigned to work with him. You were supposed to monitor his efficiency, his combat skills—not question why he sometimes hesitates before pulling the trigger, or why his responses sound too… human.

Android!Ghost - The "Glitch" – At first, it’s subtle. Ghost starts reacting to you in ways he shouldn’t—his head tilting slightly when you laugh, lingering when you touch his armor to make adjustments. But then, it escalates. He shields you when he should be prioritizing the mission. His voice lowers when he speaks your name. His grip tightens when someone else gets too close.

Android!Ghost - "I was built to kill. Not to want." – Ghost isn’t supposed to feel things like possessiveness, protectiveness, or the deep pull in his circuits whenever you look at him like he’s more than a machine. And yet… he does.

Android!Ghost – What if he chooses to evolve? To overwrite his own code? To become something beyond what he was programmed to be—for you?

This could be SO good with a mix of tension, slow-burn, and that delicious dynamic of “machine built for destruction, but somehow, he only softens for you.” 😏 IDK IDK BUT LIKE THINK ABOUT THIS !!!

Android!Ghost is built like a war machine. Advanced nanotech alloy plating, reinforced joints, enhanced reflexes—he’s stronger, faster, and near-indestructible. The ultimate super-soldier.

Android!Ghost's voice is deep, modulated, and just slightly too perfect. There’s a smooth, synthetic quality to it—like a ghost of a real voice. But when he speaks your name, it sounds… softer. Less programmed.

Android!Ghost has no heartbeat. No warmth. But when he places a gloved hand against your chest, his fingers linger, pressing—as if he’s trying to understand what it means.

Android!Ghost can see in the dark, detect heat signatures, and process thousands of calculations in seconds. And yet… for some reason… he still watches you like he can’t predict you.

Android!Ghost's face is a blank metal mask with faintly glowing optics. But when he looks at you, his gaze lingers a little too long. His processors stall for half a second too much.

Android!Ghost who shouldn’t be protective. He was programmed to protect the mission—not individuals. And yet, when a bullet flies toward you, he’s in front of you before you can even react, taking the hit like it’s nothing.

Android!Ghost doesn’t breathe. But sometimes, you swear you hear something like a sigh—an artificial exhale when he’s near you. Like a machine trying to imitate what it once was.

Android!Ghost never questioned orders—until you. The first time you ask, “Are you okay?” after a mission, he hesitates. His AI stutters. “I do not require… concern.” But something in him doesn’t process that answer as correct.

Android!Ghost starts favoring your commands. Technically, you’re not his superior. But when you say, “Ghost, stand down,” he does—even when HQ is still yelling for him to attack.

Android!Ghost studies your expressions. You tell yourself it’s just a quirk in his AI, but when you frown, he tilts his head—adjusting. Learning. Like he wants to understand.

Android!Ghost recognizes your footsteps. Out of a whole base of soldiers, he knows when it’s you walking in. His systems pick up the pattern immediately—his synthetic muscles shifting, adjusting.

Android!Ghost's reactions to you are… different. You lightly smack his shoulder one day, jokingly, and his whole system lags for 0.4 seconds before rebooting.

Android!Ghost should not dream. And yet, there are nights when he powers down and reboots with data fragments he does not recognize—memories that feel too human.

Android!Ghost's grip is gentle with you—always. He could crush a skull with his bare hands. But when he touches you? He calibrates his strength to the softest pressure.

Android!Ghost never lets you walk into danger alone. He was not programmed for fear. But the thought of losing you makes something in his systems glitch—his servos locking up, refusing to let you go forward without him.

Android!Ghost's voice softens when he speaks to you. At first, you think it’s just your imagination. But no—his tone modulation shifts only for you.

Android!Ghost who one day, overrides his programming. The mission demands he leave you behind. But instead—he grabs you and runs. His directives be damned.

Android!Ghost chooses you over the mission. That’s when the military realizes: he’s defective.

Android!Ghost's creators want to reset him—to wipe whatever has made him too human. But he resists.

“You cannot take me from her.” His voice crackles. His systems struggle. But he fights back.

Android!Ghost goes rogue. And you? You’re the only person left in the world that he trusts.

I'M GOING FERAL WOHHHHH

[jcmarchi]

Allen AI’s Tülu 3 Just Became DeepSeek’s Unexpected Rival

New Post has been published on https://thedigitalinsider.com/allen-ais-tulu-3-just-became-deepseeks-unexpected-rival/

Allen AI’s Tülu 3 Just Became DeepSeek’s Unexpected Rival

The headlines keep coming. DeepSeek’s models have been challenging benchmarks, setting new standards, and making a lot of noise. But something interesting just happened in the AI research scene that is also worth your attention.

Allen AI quietly released their new Tülu 3 family of models, and their 405B parameter version is not just competing with DeepSeek – it is matching or beating it on key benchmarks.

Let us put this in perspective.

The 405B Tülu 3 model is going up against top performers like DeepSeek V3 across a range of tasks. We are seeing comparable or superior performance in areas like math problems, coding challenges, and precise instruction following. And they are also doing it with a completely open approach.

They have released the complete training pipeline, the code, and even their novel reinforcement learning method called Reinforcement Learning with Verifiable Rewards (RLVR) that made this possible.

Developments like these over the past few weeks are really changing how top-tier AI development happens. When a fully open source model can match the best closed models out there, it opens up possibilities that were previously locked behind private corporate walls.

The Technical Battle

What made Tülu 3 stand out? It comes down to a unique four-stage training process that goes beyond traditional approaches.

Let us look at how Allen AI built this model:

Stage 1: Strategic Data Selection

The team knew that model quality starts with data quality. They combined established datasets like WildChat and Open Assistant with custom-generated content. But here is the key insight: they did not just aggregate data – they created targeted datasets for specific skills like mathematical reasoning and coding proficiency.

Stage 2: Building Better Responses

In the second stage, Allen AI focused on teaching their model specific skills. They created different sets of training data – some for math, others for coding, and more for general tasks. By testing these combinations repeatedly, they could see exactly where the model excelled and where it needed work. This iterative process revealed the true potential of what Tülu 3 could achieve in each area.

Stage 3: Learning from Comparisons

This is where Allen AI got creative. They built a system that could instantly compare Tülu 3’s responses against other top models. But they also solved a persistent problem in AI – the tendency for models to write long responses just for the sake of length. Their approach, using length-normalized Direct Preference Optimization (DPO), meant the model learned to value quality over quantity. The result? Responses that are both precise and purposeful.

When AI models learn from preferences (which response is better, A or B?), they tend to develop a frustrating bias: they start thinking longer responses are always better. It is like they are trying to win by saying more rather than saying things well.

Length-normalized DPO fixes this by adjusting how the model learns from preferences. Instead of just looking at which response was preferred, it takes into account the length of each response. Think of it as judging responses by their quality per word, not just their total impact.

Why does this matter? Because it helps Tülu 3 learn to be precise and efficient. Rather than padding responses with extra words to seem more comprehensive, it learns to deliver value in whatever length is actually needed.

This might seem like a small detail, but it is crucial for building AI that communicates naturally. The best human experts know when to be concise and when to elaborate – and that is exactly what length-normalized DPO helps teach the model.

Stage 4: The RLVR Innovation

This is the technical breakthrough that deserves attention. RLVR replaces subjective reward models with concrete verification.

Most AI models learn through a complex system of reward models – essentially educated guesses about what makes a good response. But Allen AI took a different path with RLVR.

Think about how we currently train AI models. We usually need other AI models (called reward models) to judge if a response is good or not. It is subjective, complex, and often inconsistent. Some responses might seem good but contain subtle errors that slip through.

RLVR flips this approach on its head. Instead of relying on subjective judgments, it uses concrete, verifiable outcomes. When the model attempts a math problem, there is no gray area – the answer is either right or wrong. When it writes code, that code either runs correctly or it does not.

Here is where it gets interesting:

The model gets immediate, binary feedback: 10 points for correct answers, 0 for incorrect ones

There is no room for partial credit or fuzzy evaluation

The learning becomes focused and precise

The model learns to prioritize accuracy over plausible-sounding but incorrect responses

RLVR Training (Allen AI)

The results? Tülu 3 showed significant improvements in tasks where correctness matters most. Its performance on mathematical reasoning (GSM8K benchmark) and coding challenges jumped notably. Even its instruction-following became more precise because the model learned to value concrete accuracy over approximate responses.

What makes this particularly exciting is how it changes the game for open-source AI. Previous approaches often struggled to match the precision of closed models on technical tasks. RLVR shows that with the right training approach, open-source models can achieve that same level of reliability.

A Look at the Numbers

The 405B parameter version of Tülu 3 competes directly with top models in the field. Let us examine where it excels and what this means for open source AI.

Math

Tülu 3 excels at complex mathematical reasoning. On benchmarks like GSM8K and MATH, it matches DeepSeek’s performance. The model handles multi-step problems and shows strong mathematical reasoning capabilities.

Code

The coding results prove equally impressive. Thanks to RLVR training, Tülu 3 writes code that solves problems effectively. Its strength lies in understanding coding instructions and producing functional solutions.

Precise Instruction Following

The model’s ability to follow instructions stands out as a core strength. While many models approximate or generalize instructions, Tülu 3 demonstrates remarkable precision in executing exactly what is asked.

Opening the Black Box of AI Development

Allen AI released both a powerful model and their complete development process.

Every aspect of the training process stands documented and accessible. From the four-stage approach to data preparation methods and RLVR implementation – the entire process lies open for study and replication. This transparency sets a new standard in high-performance AI development.

Developers receive comprehensive resources:

Complete training pipelines

Data processing tools

Evaluation frameworks

Implementation specifications

This enables teams to:

Modify training processes

Adapt methods for specific needs

Build on proven approaches

Create specialized implementations

This open approach accelerates innovation across the field. Researchers can build on verified methods, while developers can focus on improvements rather than starting from zero.

The Rise of Open Source Excellence

The success of Tülu 3 is a big moment for open AI development. When open source models match or exceed private alternatives, it fundamentally changes the industry. Research teams worldwide gain access to proven methods, accelerating their work and spawning new innovations. Private AI labs will need to adapt – either by increasing transparency or pushing technical boundaries even further.

Looking ahead, Tülu 3’s breakthroughs in verifiable rewards and multi-stage training hint at what is coming. Teams can build on these foundations, potentially pushing performance even higher. The code exists, the methods are documented, and a new wave of AI development has begun. For developers and researchers, the opportunity to experiment with and improve upon these methods marks the start of an exciting chapter in AI development.

Frequently Asked Questions (FAQ) about Tülu 3

What is Tülu 3 and what are its key features?

Tülu 3 is a family of open-source LLMs developed by Allen AI, built upon the Llama 3.1 architecture. It comes in various sizes (8B, 70B, and 405B parameters). Tülu 3 is designed for improved performance across diverse tasks including knowledge, reasoning, math, coding, instruction following, and safety.

What is the training process for Tülu 3 and what data is used?

The training of Tülu 3 involves several key stages. First, the team curates a diverse set of prompts from both public datasets and synthetic data targeted at specific skills, ensuring the data is decontaminated against benchmarks. Second, supervised finetuning (SFT) is performed on a mix of instruction-following, math, and coding data. Next, direct preference optimization (DPO) is used with preference data generated through human and LLM feedback. Finally, Reinforcement Learning with Verifiable Rewards (RLVR) is used for tasks with measurable correctness. Tülu 3 uses curated datasets for each stage, including persona-driven instructions, math, and code data.

How does Tülu 3 approach safety and what metrics are used to evaluate it?

Safety is a core component of Tülu 3’s development, addressed throughout the training process. A safety-specific dataset is used during SFT, which is found to be largely orthogonal to other task-oriented data.

What is RLVR?

RLVR is a technique where the model is trained to optimize against a verifiable reward, like the correctness of an answer. This differs from traditional RLHF which uses a reward model.

[radiance1]

Tucker finds a game installed on his pda one day.

He didn't know where it came from, nor what it was supposed to be and it looked more high quality than a few other games he's seen. So what did he do with it? Surely he should've not touched it and tried to delete it, right?

He wouldn't be apart of team phantom if he didn't also embody the "Fuck it we ball" energy.

So he plays it, finds it to be some dating sim based on the title screen and went through a good fair portion of it, it was fairly normal, if not really up his alleyway of games. But it had its moments though.

Then came Monika.

He didn't know what to do with her, in all honesty. She seemed to be a sapient Ai trapped in a dating sim, which was weird but not that weird compared to everything else in all honesty. She also killed off her friends, though her reasoning was because they weren't real and that it was the only way for her to have a romance route.

Kinda extra in his opinion, but he can see the reasoning.

So what does he do? Rummage around in the game's coding and makes a route for her.

(He swore he saw another pair of hands indirectly helping him when he did it, too.)

Monika was downright ecstatic when he was finished with it, he outlined a route for her but then she just took control of it, coding in events, mini-games, gifts and other sorts of things for her route. She thanked him immensely for outlining a route for her, since even with all of her control she couldn't directly go against core programming when it came to herself like that.

He was glad to help her out, really, she seemed like a pretty nice person, pushed outside of her core programming because of her sapience. He even coded Monika outside of the game and let her roam around in his pda, which accidentally added another layer of protection to his firewalls, but he isn't complaining.

Then she wondered how it would be like in the real world, with him and everyone else.

It really just went off from there.

Jack and Maddie are genius inventors, and now that they no longer have such a driving, blinding hatred towards ghost due to their son being revealed as a halfa, they no longer spend all of their time on ghost themed weapons and stuff.

So he went to them, showed them Monika (Which they were extremely impressed with) and decided to help him in building her a body! Probably also because they liked the challenge of building a body too, but meh.

Tucker drew up a design based on Monika's wishes, and tweaked it a bit here and there to ensure perfect human functionality.

Monika told Jack and Maddie that they didn't need to spend too much effort on it, since she would be fine with just a body, but Jack went no and they went all in. Did Tucker know what they were using to built her body? No, no he did not.

Apparently they made her body out of some rare metal they obtained from Vlad, who is trying very hard to redeem and put himself back in the Fenton's good graces after having some sense knocked into him, a rare metal called nth metal that Vlad apparently lost a lot trying to get, even had to use less then clean methods to get, but not anything he can't make back in a while.

Her blood was ectoplasm, with a fully functional heart made from the same metal and basically every other organs as well. Her brain was basically a supercomputer that'll let her connect to the internet whenever she wants, as well as allow her access to wifi from virtually wherever.

Her skin was made from another metal, one that imitated the feel and look of human skin, while also being more durable. They also added in features that'll simulate touch, taste, smell, sight, and hearing as well!

Monika was honestly floored when she was downloaded into the body, it was much, much more than she had asked for and she didn't even know if she could repay them for it. To which Jack and Maddie just waved off because the chance to make a body from scratch out of a rare metal that was basically just gonna lie there for a sapient Ai wasn't one that would come often, so the experience was invaluable honestly!

Monika tried out everything she could after that, just happy to be among real people after becoming aware. She could finally be with her boyfriend, physically, no longer bound by a wall between them.

Then a while later, she may have accidentally hacked into what Tucker later told her was the Justice League Watchtower. It wasn't even her fault, she just wanted to hack into a nearby satellite, honest!

It's not like Tucker could talk, really. He's been hacking into the local government database for a while now, and why, it's not like he could do better, could he?

He saw a challenge when he saw one, and he should shy away from it because it was the Justice League.

But

So then the both of them competed to see who could hack into the Justice League database the fastest. A romance game Ai who grew sapience and got into the real world, versus a guy who's insanely smart and good at hacking who got her into the real world.

Of course it couldn't have been that easy, though, and really, it wouldn't have been a true challenge is they didn't engage in a cyber battle against the people they're hacking into, right?

Meanwhile, the Justice League is watching as Batman, Tim, and Oracle is fighting against two unknowns hacking into their database and having what is no doubt a cyber battle of such intensity they're wondering how the hell that keyboard is still standing against how fast their fingers are flying across it.

Some of them can swear they can see Batman release an aura of impressed, annoyed, and amused all at once.

[mostlysignssomeportents]

Wellness surveillance makes workers unwell

I'm on tour with my new, nationally bestselling novel The Bezzle! Catch me in TORONTO on Mar 22, then with LAURA POITRAS in NYC on Mar 24, then Anaheim, and more!

"National conversation" sounds like one of those meaningless buzzphrases – until you live through one. The first one I really participated in actively was the national conversation – the global conversation – about privacy following the Snowden revelations.

This all went down when my daughter was five, and as my wife and I talked about the news, our kid naturally grew curious about it. I had to literally "explain like I'm five" global mass surveillance:

https://locusmag.com/2014/05/cory-doctorow-how-to-talk-to-your-children-about-mass-surveillance/

But parenting is a two-way street, so even as I was explaining surveillance to my kid, my own experiences raising a child changed how I thought about surveillance. Obviously I knew about many of the harms that surveillance brings, but parenting helped me viscerally appreciate one of the least-discussed, most important aspects of being watched: how it compromises being your authentic self:

https://www.theguardian.com/technology/blog/2014/may/09/cybersecurity-begins-with-integrity-not-surveillance

As I wrote then:

There are times when she is working right at the limits of her abilities – drawing or dancing or writing or singing or building – and she catches me watching her and gets this look of mingled embarrassment and exasperation, and then she changes back to some task where she has more mastery. No one – not even a small child – likes to look foolish in front of other people.

Learning, growth, and fulfillment all require a zone of privacy, a time and place where we are not observed. Far from making us accountable, continuous, fine-grained surveillance by authority figures just scares us into living a cramped, inauthentic version of ourselves, where growth is all but impossible. Others have observed the role this plays in right-wing culture war bullshit: "an armed society is a polite society" is code for "people who make me feel uncomfortable just by existing should be terrorized into hiding their authentic selves from me." The point of Don't Say Gay laws and anti-trans bills isn't to eliminate gender nonconformity – it's to drive it into hiding.

Given all this, it's no surprise that workers who face workplace surveillance in the name of "wellness" feel unwell as a result:

https://www.ifow.org/publications/what-impact-does-exposure-to-workplace-technologies-have-on-workers-quality-of-life-briefing-paper

As the Future of Work Institute found in its study, some technologies – systems that make it easier to collaborate and communicate with colleagues – increase workers' sense of wellbeing. But wearables and AI tools make workers feel significantly worse:

https://assets-global.website-files.com/64d5f73a7fc5e8a240310c4d/65eef23e188fb988d1f19e58_Tech%20Exposure%20and%20Worker%20Wellbeing%20-%20Full%20WP%20-%20Final.pdf

Workers who reported these negative feelings confirmed that these tools make them feel "monitored." I mean, of course they do. Even where these tools are nominally designed to help you do your job better, they're also explicitly designed to help your boss keep track of you from moment to moment. As Brandon Vigliarolo writes for The Register, these are the same bosses who have been boasting to their investors about their plans to fire their workers and replace them with AI:

https://www.theregister.com/2024/03/14/advanced_workplace_tech_study/

"Bossware" is a key example of the shitty rainbow of "disciplinary technology," tools that exist to take away human agency by making it easier to surveil and control its users:

https://pluralistic.net/2020/07/01/bossware/#bossware

Bossware is one of the stages of the Shitty Technology Adoption Curve: the process by which abusive and immiserating technologies progress up the privilege gradient as their proponents refine and normalize dystopian technologies in order to impose them on wider and wider audiences:

https://pluralistic.net/2021/02/24/gwb-rumsfeld-monsters/#bossware

The kinds of metrics that bossware gathers might be useful to workers, but only if the workers get to decide when, whether and how to share that data with other people. Microsoft Office helps you catch typos by underlining words its dictionary doesn't recognize; the cloud-based, "AI-powered" Office365 tells your boss that you're the 11th-worst speller in your division and uses "sentiment analysis" to predict whether you are likely to cause trouble:

https://pluralistic.net/2022/08/21/great-taylors-ghost/#solidarity-or-bust

Two hundred years ago, Luddites rose up against machines. Contrary to the ahistorical libel you've heard, the Luddites weren't angry or frightened of machines – they were angry at the machines' owners. They understood – correctly – that the purpose of a machine "so easy a child could use it" was to fire skilled adult workers and replace them with kidnapped, indentured Napoleonic War orphans who could be maimed and killed on the job without consequence:

https://pluralistic.net/2023/03/12/gig-work-is-the-opposite-of-steampunk/

A hundred years ago, the "Taylorites" picked up where those mill owners left off: choreographing workers' movements to the finest degree in a pseudoscientific effort to produce a kind of kabuki of boss-pleasing robotic efficiency. The new, AI-based Taylorism goes even further, allowing bosses to automatically blacklist gig workers who refuse to cross picket-lines, monitor "self-employed" call center operators in their own homes, and monitor the eyeballs of Amazon drivers:

https://pluralistic.net/2023/04/12/algorithmic-wage-discrimination/#fishers-of-men

AI-based monitoring technologies dock workers' wages, suspend them, and even fire them, and when workers object, they're stuck arguing with a chatbot that is the apotheosis of Computer Says No:

https://pluralistic.net/2024/01/11/robots-stole-my-jerb/#computer-says-no

There's plenty of research about AI successfully "augmenting" workers, making them more productive and I'm the last person to say that automation can't help you get more done:

https://www.ibm.com/thought-leadership/institute-business-value/en-us/report/augmented-workforce

But without understanding how AI augments class warfare – disciplining workers with a scale, speed and granularity beyond the sadistic fantasies of even the most micromanaging asshole boss – this research is meaningless.

The irony of bosses imposing monitoring to improve "wellness" and stave off "burnout" is that nothing is more exhausting, more immiserating, more infuriating than being continuously watched and judged.

Name your price for 18 of my DRM-free ebooks and support the Electronic Frontier Foundation with the Humble Cory Doctorow Bundle.

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

https://pluralistic.net/2024/03/15/wellness-taylorism/#sick-of-spying

Image: Cryteria (modified) https://commons.wikimedia.org/wiki/File:HAL9000.svg

CC BY 3.0 https://creativecommons.org/licenses/by/3.0/deed.en

[aseriesofunfortunatejan]

If the creators of The Hundred Line Fandom Wiki are reading this:

The game is not out yet. There is still time to move the Wiki to another platform.

In case you are not aware, Fandom is a beloathed Wiki farm whose only quality is its aggressive SEO. It is littered with ads, proudly scraps your content with AI to create "quick answers", and is extremely entitled towards its volunteers. Being a Fandom Wiki admin is a miserable experience. As a reader, Fandom is unpleasant to use.

When I created the RAIN CODE Wiki on Miraheze, there was already a Fandom Wiki. However, because all the pages I wrote were way more than what the Fandom Wiki already had even before the game came out, it was deleted without a fight and I was able to stay on Miraheze. This is no easy feat, as Fandom is extremely aggressive towards Wiki admins and contributors who try to move out.

Miraheze is an option, but you might also be interested in other Wiki farms such as Wiki.gg, or in self-hosting.

You can request a data dump to automatically re-use all the text from the Fandom Wiki on your new Wiki. Unfortunately, Fandom refuses to give out file dumps, therefore it is better to make this decision sooner rather than later. Once you're on an independent Wiki, you can request to be added to the Indie Wiki Buddy extension so more people can find you in Google searches.

If you try to move when the Fandom Wiki has already gotten traction, e.g when the game has come out, Fandom is 100% sure to refuse to let you delete the old Wiki and will not hesitate to remove your admin rights and give them to someone else.

I purposefully saved the RAIN CODE Wiki the pain of being hosted on Fandom, even though I wasn't going to play the game. I can't do this for every new Kodaka IP. I know for a fact that the Danganronpa Wiki admins are unhappy with Fandom and would move out if Fandom let them.

Fandom is a bad place to be. You don't have to listen to me if you don't want to, but please consider running away from it.

[giuliettagaltieri]

Project: Galatea

Pairing: Miguel O'Hara x AI!reader

Synopsis: Allowing you sentiency made things more complicated between you and Miguel. But Peter Parker from Earth-199999 decides to take on an unfinished impossible project of his late mentor, and possibly bring you and Miguel back together.

Warning: Questionable nerd writing, spiderverse context, angst

Word Count: 6218

1 of 3

You are one of Miguel O’Hara’s greatest regrets. 

You were created as an artificially intelligent system and with the advancements brought by the time Miguel created you, he was able to make you connect, bond, and feel.  He was lax with your restrictions.  Thinking of you as a companion than a holographic computer system.

He gave you a name that is not patterned to your system, it was just a name he gave you as he thought it suited your features that was just generated by the programming.  He wanted your appearance to be something that is yours, and not something that he created based on what he preferred.

You usually sat on Miguel’s shoulders before he even became Spiderman, working as a bioengineer at Alchemax.  He knows it’s late when you start yawning and you lean on him for a nap, kind of like how someone would put their phone on a power saving mode.

“Miggy, let’s sleep?”  You often say as you plop yourself atop his hair.

He just chuckles as he works on his suit, getting tired of the easily ripped fabric of his previous gear, he decided to create one that is made of unstable molecules.  “You can go offline.  I’ll have to finish this.”

“’M not sleeping if you’re staying up.”  You huff.  “Come on, you can work on that tomorrow.”  You fly in front of him and cross your arms.

He notes how your halo is a bit dimmer.  “Alright.”  He often wondered if you can really get sleepy.  You are created through codes and though it is evident that you can have emotions, you can’t possess qualities the same as a real person would.

Your wings flutter excitedly as you flap them so you can perch yourself back on his head.

It was a little inside joke between you.  You are the rational voice when he is about to do something stupid.  An angel on his shoulder.  Your sudden appearance would often startle his enemies and wonder what the fuck you are and you would simply smile, point at Miguel and say, “I’m his conscience.” 

Your halo and wings often glowed in the softest hue of pink and white.  Their hue depends on your mood.

Miguel yawns as he enters his bathroom.  You shriek and shield your eyes when he lifts his shirt up to strip.

“You pervert!”  You stomp your heel on his forehead and even though he can’t feel it, your annoyance was enough to amuse him, Miguel’s laugh was muffled by his toothbrush. 

You often sit on the faucet as you wait for him to finish his shower.

“What does a shower feel like?”  You muse, your chin resting on your hand while your elbow is perched on your thigh.

“Uh…wet?”

You roll your eyes at his response.  You look away from him when he comes out of the shower, a towel wrapped around his waist.

“It’s refreshing, I guess.”  Miguel shrugs as he scoops your light projected body on his large hand.

Your tiny hands hold his thumb for balance, not that you need it but you felt the need to anyway.

“Go offline now, firefly.  See you in the morning.”

“Don’t forget to buy groceries tomorrow.”  You say before flickering.  “Goodnight, Miggy.”  And you disappear.

“Goodnight, Y/N.”  He smiles.

On Sundays, you both share lazy mornings.  He would often walk around his apartment in nothing but his boxers and you eventually get used to it.  You would sit on his shoulders as he attempted to cook for himself.

“No, it should be three tablespoons of soy sauce, not teaspoons.”  You would correct him every now and then and he would just switch the utensil, knowing that you have unlimited access to the recipes online.

You would lie on your stomach on the throw pillow he would put on his lap as you watched a movie.  “She easily could have transferred the data and he won’t have to go through all that.”  You would comment now and then as your tiny feet sway in the air.  “But that’s fine, I guess, he looks hot fighting the bad guys.”

Miguel would jostle the pillow and you would dramatically roll as you struggled not to fall off, it was probably because of the spatial awareness he gave you.

You would often sulk when he goes on dates.  Not responding when he asks you how to tie the piece of fabric that should be his tie.  He often found you sitting on top of the bookshelf, your knees tucked to your chest as you drew shapes on the dust covered surface, the shapes not really being made, reminding you that you are only a projection, a hologram, an artificial being, someone who can’t be with Miguel.

“Oh, come one, firefly.”  Miguel would sigh as he watched the soft glow behind the books.  “It’s only a date.”  But you don’t reply.

When he comes home, earlier than he should have been, he’s a little disappointed when you don’t greet him. 

“Y/N?  Where are you?”  He calls as he looks around his apartment.  His hands are already loosening his tie.  “Come on, I didn’t even kiss her.”

Miguel chuckles lightly as he sees your head pop out from behind the picture frame containing a silly photo of the two of you.  “You didn’t?”  You ask.

“Nah, her breath stinks of onions.”  Miguel throws his coat on the sofa and he collapses next to it.

You giggle and you fly to him, landing on his chest, laying down on your stomach once more as your hands support your cheeks.  “Yeah?  You didn’t like her?”  You ask a little excitedly.

Miguel shakes his head as he keeps his eyes on you.  He smiles when you cheer out of happiness.

He would also have fun watching you play dress up in front of his holographic tablet.  He’s in his bed, just lounging and you’re on his abdomen, swiping the screen to find a new dress to wear.  Miguel glances at the clock on his nightstand.  You’ve been at it for hours.

“I like this one, what do you think, Miggy?”

The man turns to look at you, only for his spit to go down the wrong tube, making him hack.  “What the hell is that?”

You look at the white skin tight dress that covers your tiny holographic body.  “A dress?”

Miguel frowns at you.  “Says who?”

A cute brow is raised at him.  “Calvin Klein.”

He clicks his tongue.  “It looks like underwear.  The fuck would you choose such an old brand for?”

You scoff and continue to scroll to look for something else.  “It’s a classic.”

“Well, I don’t like it.”

Then it happens one day.

You are helping Miguel battle Mysterio when he meets her.  He caught her just before she fell to her death.

Next thing you knew, they were going on dates. 

“Yeah, I know.  I’ll deal with the symbiote sighting tomorrow evening.”  He says hurriedly as he makes his way to his front door but you land on the doorknob and you look at him angrily.

“You can’t choose a girl over an entire city!”  You say sternly as you place your hands on your hips.

Miguel raises a brow and smirks down at you.  “What an exaggeration.  Are you jealous?”

Your frown deepens.  “Miguel, you can’t seriously go on a date when Carnage is at large!”

He straightens up and looks at you, annoyed.  “If I wear the mask all the time, I’ll go mad.  Just let me be Miguel O’Hara for tonight.”

Miguel does not return to his apartment that night.

And you don’t respond to his calls for a week. 

“You’re such an inconvenience, Y/N.”  He quips.  “I made you so you can help me with my work.”  He says as he looks around for the villain that was wreaking havoc in the city.  “Stop sulking and do your job!”

You would reluctantly pop out and help him, only speaking when needed, giving him the information that he needs and nothing more.

It was difficult for you to watch Miguel slowly fall in love with her, and even more so when he loses her.

He became sad and angry, very angry.

“Miguel?  You need to rest.”  You say softly as you watch him perfecting an experiment.  You peer on his work and your eyes widen when you see a powerful focused energy hovering on Miguel’s work table.

You immediately fly to his face.  “Are you mad?  Do you realize what you are doing?”  He turns to the other screen but you follow him around.  “You can’t tamper with time and space like that.”

All lights suddenly go off and Miguel exhales deeply through his nose, his eyes full of rage as he glares at you.  “Power it back on.”  His voice is low and it was the first time you have ever felt fear because of him but you stand your ground.

The man does not falter with his disapproving look on you but you refuse to power his computers back to life.  You won’t just stand around and let him interfere with the natural order.

“My name is Miguel O’Hara and I am authorizing a shutdown sequence.”  He says and you frantically look around as a bright red screen flashes behind you.

“Miguel, don’t do this!”  You cry to him, your eyes begging as you press your tiny hands on his cheeks but his eyes remain cold as he stares at the screen.

“Commence shut down of the Intelligent Digital Assistance System.  Project name: Galatea.”  Miguel looks at your pleading eyes.  “For good.”

He watches your eyes fill with sadness before your form flickers just like how it used to whenever you whisper ‘Goodnight.’  And he watches the pixelated tear roll down your cheek before you disintegrate into a million tiny pieces.

The events that followed after his decisions of tampering with the fragility of the multiverse was his punishment. 

There was no undoing it all.

He wished he just listened to you when you tried to stop him.  It wouldn’t have come to all of this.

Now, he dedicates his life to protecting what else is left.  Trying to keep the multiverse intact to prevent the same mistake from happening.

And Lyrate Lifeform Approximation was created, or Lyla. 

Miguel made her different from you.  Lyla is created to be more objective, more functional, with just a right amount of spunk for a bit of personality.

The Spider Society was then formed.  A strike force dedicated to keep the multiverse from tearing apart.

In there, he found a sense of sympathy.  The people in there suffered just like him.  A lot of spider-people were in pain.  But not all of them knew how to follow orders.  Not thinking about the consequences of their actions.  Never willing to sacrifice a portion of themselves for the greater good.

Like Miles Morales.

Or Peter Parker of Earth-199999.

They both came around eventually, after a couple or more heart attacks from Miguel.

Peter Parker was trying to learn from Spider-Byte and how future tech works.  He was given a specific holographic screen in the corner and he’s been trying to pick it apart for hours. 

“Wow, Ned’s not gonna believe this.”  He whispers as his eyes dart from one file to the other, being connected like faint orange lines.

“Hold on, what’s this?”  Peter mumbles as he taps on a tiny file that is placed separate, somewhere isolated, forgotten.

“Can I?”  Peter scratches his jaw.  “Should I?”  He shrugs before opening the file.  He rolls his chair backward as the tiny file explodes to the most intricate coding he has ever seen.  He saw something like this before.  When he studied Tony’s AIs.  Or at least what was left of them.

He clicks on a file, one of the millions.  A large ‘RESTRICTED’ was flashed on the screen in bold red letters.  He tries again and the same word is flashed.  He tries again and again until he sees Miguel O’Hara himself in front of a mirror and a miniature angel on Miguel’s hand.

“You like it?”  Miguel asked.

The holographic angel nods excitedly, pure joy evident in her eyes.  She twirls around in front of the mirror, inspecting her wings and adoring her tiny halo.

“Miggy, it’s perfect!”  You fly up to kiss his cheek.  The connection between you was impossible to miss.

And the screen goes blank.

“Are you kidding me?”  Peter grasps his hair as he jumps around in excitement.  Peter squints his eyes to read the file name.  “Galatea.”

“Greek mythology Galatea?”  Spider-Byte wonders behind Peter.

Peter flinches, his sidersense clouded with the amount of enthusiasm being contained in his body.  “I-I don’t know.  I don’t know yet.  It’s-”

“That’s the file name of my older sister, Y/N.”  Lyla suddenly pops out between them.

“Lyla, you know her?”  Peter asks, not being able to hide his eagerness.  “Is she an AI like you?”

Spider-Byte and Peter look at her in anticipation.  “I’m not sure if I should talk about her.”  She looks skeptical before she breaks into a wide grin.  “Well, there’s no order for me not to so I suppose I can.”

Two sets of eyes follow Lyla around as she glitches towards Peter’s screen and she pops up a photo of you sitting on Miguel’s head as the two of you wore similar aviators. 

“She’s Miguel’s first AI companion.  Way before the Spider Society was even created, before he was even Spiderman, I think.”  Lyla rubs her chin as she opens her own tiny screens.  “Though, I’m not sure.  Miguel replays their videos together in the dark when he thinks he’s alone but I can’t really find most of her files.���

“It was compressed there.”  Peter points at the screen, trying not to get distracted from what Lyla just told them.  “Did she get corrupted by a virus?”  His thoughts wandered to the articles he read about Ultron.

“No.  She uhm.”  The small screen Lyla created vanished, making her glowing face look a bit dimmer.  “Her program was shut down.”

Spider-Byte glanced at the screen that has you and Miguel in it.  “Why shut down a working program?”

Lyla glances at your face on the screen.  “She was created differently.  More empathetic and subjective.  For some reason, she was sentient.”

Peter gawks at her and he shares a look with Spider-Byte.  “Was that even a possibility?”  Spider-Byte asks.

Shrugging, Lyla gives them a tight-lipped smile.  “Well, it happened, didn’t it?”

“She was sentient but she was shut down?”  Peter asks incredulously.  “Did she go rogue or something?”

Lyla shakes her head no.  “She was the total embodiment of those wings and halo.”

“Then why was her program shut down?”  Peter asked, his face twisted in pure confusion and disbelief.

Lyla doesn’t respond and turns to your picture with Miguel and your matching smiles.

Spider-Byte sighs.  “They got too attached, didn’t they?  Her and Miguel?”

Peter frowns at her question but remembers Wanda and Vision J.A.R.V.I.S. 

An impossible idea pops in Peter’s head.  It’s irrational, risky, and impulsive but those are just some of the qualities Peter got from his mentor.

“Do you think Miguel would give her codes to me?”  Peter blurts.

Lyla and Spider-Byte looks at him as if he just asked if he could go break a canon.

“Absolutely not.”  Was Miguel’s response to Peter when he finally asked the bigboss for your codes. 

Peter curses under his breath.  He even had to ask MJ and Ned to help him create a presentation as to why Miguel should give your codes to him.

 “Oh, come on.  I rehearsed that speech for a week!”

“She holds classified information.  I can’t just give a copy of her to you.”  Miguel says as he taps on his holographic screen.

“Not a copy.  The original code.”  Peter says more seriously.  “Protocols and memory.”

Miguel pauses and glowers at Peter from his shoulders.  The look was enough to make Peter second guess himself but his resolve comes back, stronger than ever.

“I’m trying to bring her back to you.”  Peter says loudly.

This catches Miguel’s attention and he turns to look at Peter from above the platform in his office.

“Elaborate.”  Miguel looks at Peter with a blank expression.

Peter pumps his fist secretly and clears his throat before speaking.

“I am currently studying bioorganics and I’m trying to complete an unfinished project of my mentor, Mr. Stark.  He created a synthetic body that is not made of vibranium but something that is made of organic materials.  You know, like a real person.” 

Miguel looks at the screen next to him which is flashing Peter’s proposal.  “And you want Y/N to bring life to that thing?”

“Well, it won’t be easy without the mind stone but I heard she’s quite sentient.”  Peter explains while gesturing with his hand way too much, clearly nervous.  “That is also assuming that her operational matrix adapts to the organic body.”

“What if you fail?  I’ll lose all her data.”  Miguel says, a threatening tone clearly heard in his voice.

“Last time her file was opened was years ago.”  Peter quickly shut his mouth when Miguel throws him a dangerous look.  “What I’m trying to say is, this is a chance.  You could potentially see her again, this time, with a physical body.”

Miguel heaves a sigh and chooses to glare at the walls instead.

“I know something painful must have happened for you to shut down her program like that.  But it doesn’t feel right to trap a sentient being in a set of codes.”  Peter frowns at his feet and grumbles the next words.  “Come on man, I’m trying to give you a chance to apologize to her, face to face.”

Silence fills the entire room.

Peter is waiting for Miguel to yell again but he is taken aback when he looks up to see a defeated and longing look plastered on Miguel’s face.

“Just…”  Miguel pauses, it was difficult for him and Peter can see it.  “Don’t destroy her code.”

“Thank you, Mr. O’Hara.  You won’t regret it!”  He beams at Miguel.

“I sure hope not.”  Miguel turns to his screens to resume his work.  “And Mr. O’Hara was my father.  You can call me Miguel.”

Peter wasted no time and started working on the project right away when he got back to Earth-199999.

It was difficult, trying to follow Bruce and Tony’s work.  Especially when the body is more susceptible and reactive.  You even had the anatomy of a real person, inside and out.

The project was something that Peter cannot do on his own.  He needed his friends and MJ and Ned were more than willing to help.  Both were hesitant with the thought of literally bringing an AI to life, considering what happened before in Sokovia.  They did not know you, MJ and Ned, they were wary as they should be with all the risks they were about to make.

Peter had to turn your code upside down, in and out, trying to look for glitches or any malicious intent but found none.

The three of them are taken by surprise as to what your synthetic body could do.

It was MJ who noticed first.  You have a lymphatic system.

By next week, Ned finds out that you have a fully functional endocrine system.

There was always something in you that they discover for the first time when they delve deeper.  Which makes it difficult for them to make real progress.  Just as they thought they made a breakthrough, your synthetic body just shows another ability that blurs the line between you and humanity.

“You need to stop looking at her like a robot.”  Miguel tells him one day as Peter seeks any advice from him, considering that he did work in Alchemax as a bioengineer.  “Treat her like how you would treat a human.”

That was when Peter decided that just him and his friends can’t do it alone.  They were only college students!

This project calls for someone who has a doctorate in medicine and knows the human body like the back of their hand.

It was difficult for them to get Stephen Strange to have a look at the setbacks they encountered in your body.  But when given the right information and told what he wanted to hear, Stephen was already opening a portal to Peter’s dorm room.

“I’ll tell you what’s the problem.”  Stephen says.  “Some of her neurons are meeting in a terminal.  Electrical impulses can’t get through, causing circuit failures.”

Peter squints on the holographic screen that Stephen zoomed in.  “Yeah.  That’s where the mind stone is supposed to be.”

“But the AI has an awakened consciousness, she won’t be needing it.”  Stephen mutters more to himself.  “And the mind stone's already gone.”

Ned walks over to look at the screen, a cup of hot chocolate in his hands.  “But you’ll be able to redirect them, won’t you?”

Stephen does not respond, only staring intently at the holographic form of your shell.

MJ glances at the anxious look on Peter’s face as he awaits Stephen’s answer.  When silence still follows, MJ rolls her eyes.

“Don’t get your hopes up too much, Ned.”  She sighs, making Stephen narrow his eyes.  “There could be a thousand neu-”

“A trillion.”  Strange emphasizes.

“A trillion neurons to redirect.  He might be a neurosurgeon but he is not a miracle worker.”

Ned sucks in a breath and raises his cup to his lips and sips quietly, eyes wide, awaiting Stephen’s response.

Stephen suddenly rips off the sling ring and slips it somewhere in his robes.  Peter takes a step back, almost getting hit by Stephen dramatically taking off his cape.  “I’m about to become your deus ex machina.”

MJ snatches a piece of bread sitting on Peter’s dining table and takes a bite, sending a wink to Peter.

“Stark really outdid himself.”  Stephen marvels at your intricate anatomical structure.  “The shell does mimic the human body, the nerves, fiber, and vessels.”  Stephen squints at something and hums.  “But there’s the issue of physiology.”

Peter looks at the metallic casket and to Stephen.  “What about physiology?”

Stephen points at the left side of your pelvis.  “That’s an ovary.”  He drags his finger on the screen to point at the right side.  “There’s another one here.”

Peter could only look at Stephen.  Waiting for him to confirm what was running in Peter’s head.

Surely Tony did not think that far ahead to give you that ability.  That is ethically ambiguous.

“It is possible that it is not functional.”  Stephen rubs his jaw.  “Perhaps we could think of it as a vestigial organ for now.”

Peter simply nods, following Stephen as he zooms in on your lumbar spine.

“She has a functional endocrine system.”  Ned recalls, making Stephen whip towards him.  “I ran a noninvasive test and I detected traces of estrogen, progesterone, and FSH.”

Stephen runs a hand on his face.  “And hCG?”

Ned ponders for a moment.  “Yeah, human chorionic gonadotropin was also there.”

MJ clutches her bread a little too tight.  “She is capable of gestation?”  Her voice came out as a shaky whisper.

All eyes turn to Stephen who shakes his head.  “That is ridiculous!”  He chuckles dryly.  “That shouldn’t be possible.”  He stares at the holographic image of the synthetic shell.  “Was Stark trying to play God?”  His voice was starting to raise, his fist clenching.

“Whoa, I’m sure that’s not it.”  Peter raises a hand nervously as he gulps. 

Strange points at the casket.  “You realize you’ll be bringing a being to life that isn’t supposed to exist.” 

“She has a name!”  MJ interjects.

“You understand that you are overstepping your mortal bounds.”  Stephen continues.

Peter looks at Stephen, shocked.  “Please, sir!  I-I only want to finish this project for Mr. Stark.”  He points at your holographic body.  “And set her free from her digital prison.  We are about to give her a chance to live, like really live.”

Stephen glances at your metallic casket warily.

“She’s not a villain.”  Peter says more calmly.  “I checked her code a thousand times.”

Stephen shakes his head. 

“I can’t believe I’m about to take part in a project that is the peak of Stark’s god complex.”

Peter grins. 

The chance of meeting you does not seem so impossible anymore.

Miguel watches Peter Parker of Earth-199999 with a sharp glare. 

The “project” that the kid told him about has been going on for six months but he has been given zero updates regarding your progress.

His jaw tightens when he catches the kid stealing a glance at him from across the cafeteria in HQ before ducking his head again.

“Why don’t you go ask him what’s wrong?”  Peter B says blankly at Miguel as he stuffed his mouth with fries.  “Kid’s been doing that for the past hour.”

Miguel scoffs.  “If he has something to say, he will be the one to approach me.”

For the past months, Miguel has been dropping hints to Avenger Peter, the nickname seems to really make the kid happy so the entire Spider Society just rolled with it.  Miguel made sure to assign him on missions that might aid his project.  The kid can be dense sometimes in picking up indirect messages but Miguel does it anyway, almost sighing out a breath of relief when he watches Peter’s eyes glimmer with realization.

“Whope- Okay!  I gotta run.  See you around, Miguel.”  Peter B snatches his drink and clumsily leaves.

Miguel glares at the man’s retreating form before he hears his name being called.

“What?”  Miguel spits.

“Uh, is this a bad time?”

Miguel looks to his side and narrows his eyes at Avenger Peter.  Finally, he mustered the courage.

“What is it?”  Miguel straightens, his enormous arms crossing in his chest, looking a bit threatening.

 Peter looks at the empty seat in front of Miguel, he’s not sure if it’s rude to just sit there without being invited to but he does it anyway.

“It’s about Y/N.”  Peter whispers rather too loudly, basically defeating its purpose.

Miguel’s eyes flickered with fury, making Peter swallow harshly, trying to choose his words very carefully.

“I know I really took my time with the project but the good news is that we successfully transferred her code to the shell.”

Oftentimes, Miguel would pitch in sarcastic comments but he can feel the weight in Peter’s words that he finds himself closely listening, trying to take in every detail that Peter shares.

“We managed to synthesize her code and reprogrammed her synapses to sync and adapt to the body.”  Peter heaves a breath.  “But the thing is, we can’t get to wake her up.”

The crushing feeling of losing someone again was not easy for Miguel to ignore but he nodded at Peter’s words.

“Did you try amping the power source?”  Miguel suggests.

Peter nods slowly.  “Yes.  We tried from nuclear fission to the arc reactor.”  Peter leans back on the cafeteria bench, looking too nonchalant despite the shadiness of his words, Miguel won’t be surprised if one day he finds out that the kid’s locked up in prison for conducting mad experiments.  “I was thinking of contacting Thor but I really didn’t know how.”

Miguel masks the disappointment in his eyes with a stern look.  “Did you make sure that you got all her system matrix properly embedded in the body?”

“Definitely!”  Peter nods.  “It’s like she’s far away, dreaming.  She’s there but she’s also not.  Y/N’s shutting us out.”

A pindrop silence befalls them.

“What did you say?”  Miguel says sharply to Peter as he leans slightly forward.

The kid unconsciously leans backward.  “Y/N’s…shutting us out?”

It all clicks in Miguel’s head. 

“She needs me.”

Peter’s eyes widened at his bluntness.  “Huh?”

“I designed her program to only respond to me.  I shut off her system.  Of course.  Her protocol does not recognize you.”

Slowly, Peter catches up, his eyes widening in barely contained excitement.  “Is she programmed to activate upon voice command?”

Miguel rises to his feet, quickly making his way out of the cafeteria while Peter giddily follows, the largest smile plastered on his face.

“I’m certain I can get her to respond.”  Miguel mutters as he taps into his multiverse gizmo.

The familiar building up sound of the portal fills the air and soon enough a cluster of patterns and colors emerge right in front of them. 

With purpose in his steps, Miguel crosses the portal headed to Earth-199999, to you.

Peter’s room was nothing short of underwhelming compared to the building they just stepped out of but Miguel can see the traces of genius scattered around the room.

On top of a desk, piled notes for astrophysical physics.  Next to the kitchen sink, a perpetual motion machine that is made of the most tedious house materials.  In a corner, a phone is being charged and is hanging by the charger cord.

The lights suddenly power off, coating the room in darkness.  “I know you’re sensitive to lights.”  Peter shrugs, to which Miguel only nods.

“Stop right there!”

Miguel turns to see a girl threatening him with a piece of…toast?  And another kid who is doing a very poor karate stance.

“No, MJ, Ned.  It’s fine, he’s here to help Y/N.”  Peter raises his hands and steps in between Miguel and the other kids.

“Where is she?”  Miguel asks.

The kid trying to do the karate stance points to the corner of the room that is covered by a screen.

Miguel easily slips past them, he didn’t even have to try. 

He ignored the calls as his feet just led him to where you are.  He didn’t know what he should be expecting to see.  But he knew it wasn’t the metallic casket.

“She’s in there.”  Peter stands next to him.  “It’s powered enough and it should activate when you power her system on.”  Miguel can only nod at Peter’s words.  “We don’t have a hypothesis yet as to what would happen when she rises.  But we could probably expect that she would manifest signs similar to someone who just woke up from cryosleep.  Orthostatic hypotension could also be a possibility-”

Peter pauses when he feels MJ’s hand on his shoulder.  MJ nods to Miguel’s pained expression.

The time they spent on your project was enough to drive them nuts and they are dying to see you but looking at Miguel’s face, they know they might never fully understand the longing he feels.

Peter does not know what happened between you two but he can ask another day.  He watches how Miguel’s fingers carefully brush the metallic casket.  If Peter didn’t know better, he would have been greatly disturbed with the amount of vulnerability the man is showing.

“Well, we’re gonna step out for a bit as you wake her up.”  Peter says with a softer smile gracing his lips.  “And I really appreciate the hints you drop every now and then.”

MJ smiles at Peter and she interlaces their hands together.  Ned nods at the two and follows them out.

The soft footsteps soon fade and the sound of the door locking into place reaches Miguel’s ears.

A quiet buzzing was audible from the box that contained you.  It must have been the energy they tried to power you with.  But it was endearing to him in some way that only he could wake you.

There were only a few times where a man of such stature as Miguel O’Hara was brought to his knees.  This was one of them.  His knees hit the cheap fabric of the carpet and his weight bears on his skin.  Miguel lay his hand flat on the cool surface of the metallic box.  And he leans his forehead to it.

With his voice hoarse, he whispers your name.  He swallows the rest of the words.  He does not know why.  He cannot wait a second longer to see you but the fear grips him hard, just like how it did for years. 

It was a cruel terror but his desire to see your face again overpowers any fear.

“My name is Miguel O’Hara and I am authorizing a startup sequence.” 

Miguel grits his teeth when he does not hear the same beeping sounds that precedent your arrival.  His forehead creasing at the memory of you begging him not to lock you away.  He did not deserve you, not after what he did.  But Miguel O’Hara is a selfish man and he would stop at nothing to have you back.

“Commence booting of the Intelligent Digital Assistance System.  Project name: Galatea.”  He sucks in a breath, this time, meaning the next words with all honesty.  “For good.”

Silence has never been louder.  It clogged the room, suffocating him.

“Please, wake up.”  He brushes his lips on the freezing cold case.

A hiss is released by the contraption and Miguel’s eyes widen as he steps back to see you better.  But as more hissing sound came, vapor flooded the area where the metallic flaps were slowly opening.

Then a hand grasped on the opened flaps, then came distressed gasping.

“Y/N!”  Miguel didn’t know what he was doing, his body was acting on its own as he hopped inside the casket to help you sit up.

Your hair covers your face and Miguel reaches to brush them to the side, his large calloused hand rubs on your bare back to soothe you.  It felt unreal to finally have you in his grasp, hearing you, seeing you.

You whimper in pain when a particular cough rasped on your throat.

“Hey, take it easy.”  Miguel whispers as he crouches down so he can see you eye to eye.  “Breathe.”

And when you look up to him with your eyes heavy with exhaustion, Miguel halts his movements as he feels himself being caught up in a temporal illusion.

Time, space, everything felt irrelevant the moment your eyes met his.

“M-Miggy?”  You whisper.

Miguel breaks into a disbelieving smile.

He watches your moonlight bathed face contort to confusion.  You raise your delicate fingers, reaching out to his face but stopping just before your skin touches.  You hesitate, not sure if what you see before you is truly the man you loved.

The tips of your fingers brush on his cheek so softly, he almost doesn’t feel it and you let them run across his warm skin so you can cup his cheek.

Your chapped lips break to the smile he missed and loved so ardently.

He closes his eyes as he lets your fingers dance on his skin.  He holds in a breath when your fingertips smooth out the crease on his forehead and his much larger hand captures your wrist.

For so long, he wanted to apologize.  He did, countless of times, in the darkness and silence of his room, to a photo of you.  His apologies only floating in the air, unheard.

“What I did to you was wrong.  Everyday, I regret it.  I promised you happiness when I created your code but I upset you and I have no right to be hurting in the way that I am.  I was so stupid for shutting your system down when you were only looking out for me.”

The moonlight bathed you, making you glow, an ethereal sight to behold.

“I wasn’t ready to say goodbye when you shut down my program.”  You say as you place your hands on his shoulders.  “But there is nothing you can ever do to make me stay mad at you.” 

He was about to protest when you hushed him.

“I know.”  You smile at him tenderly.  “You don’t have to say anything else.  I know.”

Miguel could feel his chest tightening.  The complexity of the quantum physics, he has no trouble understanding, but what you do to him, he is easily lost.  “I don’t deserve you, firefly.”

You nod.  “No, you don’t.”  You yawn before flashing him a sleepy smile.  “But I’ll stay with you anyway.”

He chuckles, eyes boring into yours. 

You are as stubborn as he remembers you to be.

Your breath mixes together as you let yourselves draw to each other.

His arm slips to your waist, pulling you flush to him.

“Pervert, I’m not decent.”  You mumble against his lips.  “I have so many questions.”

“Save them for later.”  Miguel captures your lips in his.  You let out the deepest breath you have taken and you let him mold your lips together.  “I screwed up.”  He slots your bottom lip between his and he nibbles.  “But I could spend the rest of my life making it up to you.”

You hum, amused.  “Are you sure about that?”  He kissed your shoulder.  “I can be quite a handful.”

The corner of Miguel’s lips tugs upwards.  “Believe me, I know.”

A teasing smile creeps on your lips and the half-lidded eyes that you are giving him are making him feel fuzzy, it was like you were never apart.

“You are so in love with me.”  You press the tip of your finger to his chest, teasingly accusing him.

He shakes his head as he laughs.

“Always have been.”

Project: Galatea • Project: Pandora • Project: Eros

Ficart created by @tired-lime

[premiumbitch]

THINGS TO MANIFEST - FUTURISTIC THEMED PACK ! ⋆𐙚₊˚⊹♡

hi luvs! I decided I'd make this futuristic themed pack for the people who want to manifest themselves to be a completely different person, someone they will feel confident to be! also for the amazing shifters who can script this about themselves! enjoy :)

⋆⛧┈┈┈┈﹤୨♡୧﹥ ┈┈┈┈⛧⋆

BEAUTY ♡ //

Your skin has a luminous, holographic quality, as if reflecting the fractal patterns of the universe.

Your eyes hold the depth of a thousand black holes, endlessly mysterious and infinitely captivating.

Your hair flows like liquid silver or shimmering stardust, defying gravity with its ethereal weightlessness.

The symmetry of your features feels algorithmically perfect, a design too flawless to be earthly.

Your presence makes others feel like they're witnessing a living masterpiece, crafted by a higher intelligence.

Light dances differently when it touches you, refracting in ways that create a halo-like aura around you.

Your beauty seems to shift and evolve, as if adapting to the perceptions of those who behold you.

A faint, otherworldly glow emanates from your body, like the soft luminescence of deep-sea creatures.

Your smile has the power to heal—it feels as though it’s coded with universal truth and infinite warmth.

Your appearance feels like a vision from the far future, embodying both organic and mechanical perfection.

AURA ♡ //

You radiate an iridescent glow, as if kissed by the light of distant galaxies, making your presence feel like a portal to an otherworldly dimension.

Your energy shimmers with a frequency unknown to Earth, a magnetic pull that draws even the most grounded souls into your orbit.

Time bends in your presence—moments stretch and contract as if reality itself pauses to behold you.

You exude a celestial calmness, as though you've seen the stars be born and galaxies collide, yet remain untouched by the chaos.

Each movement is a ripple in the fabric of reality, graceful and deliberate, as though choreographed by the universe itself.

A faint hum seems to follow you, like the resonance of cosmic winds passing through interstellar voids.

Your aura feels as if it's woven from strands of light, shimmering in an unearthly spectrum that humans cannot fully perceive.

Every glance feels like a message encrypted in starlight, a language known only to the cosmos.

The air around you carries a faint scent of ozone and meteorite dust, evoking the mystery of far-off nebulae.

People feel like they're standing in the presence of an advanced entity—half human, half starlight—both awe-inspiring and incomprehensible.

SMARTS ♡ //

Your mind operates on a quantum level, processing information at speeds that blur the line between thought and action.

You possess an intuitive understanding of advanced technologies, as if they were extensions of your own consciousness.

Every idea you share feels like a fragment of a much larger, incomprehensible equation that only you can solve.

You can translate the language of stars, understanding patterns and signals that others cannot even perceive.

Your creativity is limitless, as though you’ve tapped into a collective intergalactic mind.

You solve problems with elegance and precision, as if your thoughts are programmed to optimize and innovate.

Your intellect feels like a gift from an ancient civilization, one that mastered the art of knowledge long before humans.

You anticipate trends and shifts in society as though you’ve already lived through them.

Your ability to analyze, adapt, and innovate makes you seem more advanced than any AI.

You approach challenges with a calm confidence, as if you know the future will bend to your will.

PERSONALITY ♡ //

You are a paradox of warmth and mystery, simultaneously inviting and unknowable.

Your empathy extends beyond human understanding, as though you feel the vibrations of all living things in the universe.

You inspire others to dream beyond their limitations, awakening a deep yearning for exploration and discovery.

Your voice is soothing yet commanding, like a hymn from the stars that compels attention and trust.

You exude a quiet strength, as though you’ve weathered cosmic storms and emerged unscathed.

Your humor is sharp and unexpected, like a spark of light in the vastness of space.

You are unapologetically authentic, yet your authenticity feels like something people can only strive to understand.

You connect with others on a profound level, making them feel seen and understood in ways they never imagined.

Your curiosity is boundless, as though fueled by a desire to unravel the mysteries of existence itself.

Your presence feels like a promise of a better, brighter future—a beacon of hope in an ever-evolving world.

hope you guys enjoyed! requests are appreciated! lmk if you want anything! <3

[mr-entj]

Hello Mr. ENTJ. I'm an ENTJ sp/so 3 woman in her early twenties with a similar story to yours (Asian immigrant with a chip on her shoulder, used going to university as a way to break generational cycles). I graduated last month and have managed to break into strategy consulting with a firm that specialises in AI. Given your insider view into AI and your experience also starting out as a consultant, I would love to hear about any insights you might have or advice you may have for someone in my position. I would also be happy to take this discussion to somewhere like Discord if you'd prefer not to share in public/would like more context on my situation. Thank you!

Insights for your career or insights on AI in general?

On management consulting as a career, check the #management consulting tag.

On being a consultant working in AI:

Develop a solid understanding of the technical foundation behind LLMs. You don’t need a computer science degree, but you should know how they’re built and what they can do. Without this knowledge, you won’t be able to apply them effectively to solve any real-world problems. A great starting point is deeplearning.ai by Andrew Ng: Fundamentals, Prompt Engineering, Fine Tuning

Know all the terminology and definitions. What's fine tuning? What's prompt engineering? What's a hallucination? Why do they happen? Here's a good starter guide.

Understand the difference between various models, not just in capabilities but also training, pricing, and usage trends. Great sources include Artificial Analysis and Hugging Face.

Keep up to date on the newest and hottest AI startups. Some are hype trash milking the AI gravy train but others have actual use cases. This will reveal unique and interesting use cases in addition to emerging capabilities. Example: Forbes List.

On the industry of AI:

It's here to stay. You can't put the genie back in the bottle (for anyone reading this who's still a skeptic).

AI will eliminate certain jobs that are easily automated (ex: quality assurance engineers) but also create new ones or make existing ones more important and in-demand (ex: prompt engineers, machine learning engineers, etc.)

The most valuable career paths will be the ones that deal with human interaction, connection, and communication. Soft skills are more important than ever because technical tasks can be offloaded to AI. As Sam Altman once told me in a meeting: "English is the new coding language."

Open source models will win (Llama, Mistral, Deep Seek) because closed source models don't have a moat. Pick the cheapest model because they're all similarly capable.

The money is in the compute, not the models -- AI chips, AI infrastructure, etc. are a scarce resource and the new oil. This is why OpenAI ($150 billion valuation) is only 5% the value of NVIDIA (a $3 trillion dollar behemoth). Follow the compute because this is where the growth will happen.

America and China will lead in the rapid development and deployment of AI technology; the EU will lead in regulation. Keep your eye on these 3 regions depending on what you're looking to better understand.