College is a thrilling new chapter, and having the right toolkit can make all the difference in creating a future-proof education. Today’s college freshmen have unprecedented access to educational technology tools that boost productivity, enhance learning, and build valuable skills for the future. From organizing class notes to learning new languages or even dabbling in open-source AI, the possibilities are endless. The key is to adopt a mix of proven mainstream apps and innovative platforms to become a “future-ready” student capable of continuous, lifelong learning. Freshmen who leverage these tools not only excel academically but also develop adaptable tech skills that keep them ahead of the curve.

In this blog, we’ll introduce the top tools every college freshman should use to future-proof their education. From the best college productivity tools like Notion, to learning apps for freshmen such as Duolingo and Anki, to open-source AI platforms powered by Klover’s Artificial General Decision Making™ (AGD™) ecosystem, we’ll cover how each can empower you. An upbeat, motivational tone will guide you through practical tips and inspiring examples, showing how adopting these tools and an open-source, lifelong learning mindset can set you up for success well beyond freshman year. Let’s dive in and build your modern, tech-forward educational toolkit!

1. Mastering Organization & Productivity with Notion (All-in-One Workspace)

Staying organized is priority number one for college success. Notion is an all-in-one productivity workspace that has become one of the best college productivity tools for managing class schedules, notes, and projects in one place. This flexible platform lets you create notes, to-do lists, calendars, and databases that link together – essentially a personalized digital notebook and planner combined. 

Freshmen can use Notion to track assignments, plan study schedules, and collaborate on group projects, all within a single aesthetically-pleasing interface. In short, Notion provides the structure and customization to suit any student’s workflow, helping you stay on top of your studies and campus activities with ease. Research and student feedback praise Notion’s visual appeal and versatility, calling it “flexible and beautiful” – ideal for arranging your schedule however you like​.

Real-World Example – Notion in Action 

Imagine you’re taking five classes, involved in a club, and have a part-time job. In Notion, you can create a dashboard that shows all your upcoming due dates at a glance. For example, freshman biology major Jane set up a Notion page with a calendar for exams, a board tracking her essays and lab reports, and embedded notes for each lecture. She even added a “College Bucket List” page for fun goals. With everything organized in one hub, Jane never misses an assignment deadline or club meeting. She notes that using Notion has significantly reduced her stress – instead of juggling multiple apps and notebooks, she has a “second brain” where all her academic and personal tasks live in harmony. Her professors and TAs have noticed her improved preparedness, and Jane feels in control of her busy freshman life.

Organization & Productivity tools like Notion empower freshmen to manage their time and information like a pro. By centralizing class notes, to-dos, and calendars, you free up mental space for learning. The result is better time management, less stress, and a solid foundation for academic success – all essential ingredients in a future-proof education. As one student reviewer put it, Notion “helps you arrange your schedule however you’d like” with templates and integrations to fit any style​. Mastering such productivity tools early on sets the tone for an efficient, organized college career.

2. Writing & Communication – Polishing Your Words with Grammarly

Clear writing is an essential skill in college, from papers and lab reports to scholarship applications. Grammarly is an AI-powered writing assistant that helps students write with clarity and correctness. It proofreads your essays in real-time, catching grammar mistakes, typos, and awkward phrasing. Beyond basic checks, Grammarly also gives suggestions to improve your tone, style, and word choice, acting like a digital writing tutor available 24/7. 

For freshmen adjusting to college-level writing expectations, this tool provides an extra layer of support to ensure your ideas come across professionally and effectively. In fact, studies show that using a tool like Grammarly can significantly improve students’ writing performance over a semester​. It’s like having a personal editor to help you put your best foot forward in every email and essay.

Grammarly helps students streamline their writing process:

• Real-Time Grammar and Spell Check: Instantly flags errors and offers corrections as you write (no more last-minute panics over missed typos).
• Clarity and Conciseness Suggestions: Identifies wordy sentences or unclear phrasing and recommends simpler alternatives, which is great for tightening up essays.
• Tone and Formality Adjustments: Helps you strike the right tone for academic writing. For example, it might suggest a more formal word in place of slang when writing a research paper.
• Plagiarism Detection: For research-heavy assignments, Grammarly’s plagiarism checker can ensure your work is original by comparing it with billions of web pages and publications.
• Confidence in Communication: Whether it’s emailing a professor or crafting a cover letter, Grammarly gives you confidence that your writing is polished and mistake-free.

Writing & Communication tools like Grammarly act as an ever-present writing coach, helping you refine your voice and avoid errors. By using these tools, freshmen can quickly elevate their writing skills – a benefit reflected in research where students’ writing significantly improved after a 16-week Grammarly-assisted intervention​. 

The ability to communicate ideas clearly is crucial not just for good grades but for future internships and jobs. With Grammarly, you develop strong writing habits early, ensuring your essays and emails always make the right impression.

3. Active Learning Tools (Language & Memory Apps: Duolingo and Anki)

College isn’t just about passing classes – it’s about learning how to learn. Active learning tools like Duolingo and Anki help freshmen absorb new material more effectively and even pick up entirely new skills outside of class. Duolingo is a popular gamified language-learning app that turns learning Spanish, French, Chinese (or any of its 40+ language courses) into a daily habit through bite-sized lessons. 

Anki is a powerful flashcard app that uses spaced repetition, a proven memory technique, to help you remember anything from biology terms to historical dates with minimal forgetting. Using these apps regularly can supercharge your study routine: Duolingo expands your cultural and linguistic horizons in just minutes a day, while Anki ensures you retain what you study long-term by intelligently scheduling reviews. These learning apps for freshmen embody the idea of “study smarter, not harder”, letting you leverage cognitive science and AI to boost your brain’s performance.

Real-World Example – Duolingo for Language Learning 

Freshman year is a great time to start a new language, and Duolingo makes it fun. For instance, Alex, an engineering major, uses Duolingo for 15 minutes each night to learn Japanese, a language his college doesn’t formally offer. The app’s game-like quizzes and streak rewards keep him motivated even on busy days. After two semesters, Alex completed Duolingo’s Japanese tree (course) and amazed his friends by holding basic conversations with exchange students from Tokyo. According to a study in Foreign Language Annals, completing five units on Duolingo can teach as much reading and listening as four semesters of a college language course – in less than half the time​. 

Alex’s progress reflects this: he achieved roughly the same proficiency in Japanese that campus classes would have given him, and he did it on his own schedule for free. This not only earns him language credit via placement tests, but also demonstrates the power of self-driven learning tools.

Real-World Example – Anki for Smarter Studying 

On the other side of learning, retaining what you study is critical. Emily, a pre-med freshman, swears by Anki to memorize anatomy terms and formulas. She created a deck of digital flashcards for Biology 101, and Anki’s algorithm prompts her with cards just as she’s about to forget them – reinforcing the memory at optimal intervals. This technique, spaced repetition, has been shown to dramatically improve long-term recall​. 

In Emily’s experience, concepts that many classmates forget after cramming, stick with her because Anki keeps revisiting them over weeks and months. Her exam scores improved by nearly a full letter grade compared to her initial quizzes. In fact, a cohort study of medical students found those who used Anki scored 6–13% higher on exams than those who didn’t​

. By using a tool like Anki, Emily isn’t just studying harder; she’s studying smarter – leveraging cognitive science to future-proof her learning. The confidence of having a strong grasp on course material motivates her to delve deeper into advanced topics, knowing her foundation will hold strong.

Active Learning tools such as Duolingo and Anki exemplify future-ready study tools that make learning engaging and efficient. They encourage a growth mindset – learning for the joy of it and building skills beyond the classroom. More importantly, they instill techniques (like daily practice and spaced repetition) that support lifelong learning, a trait that will continue to pay dividends long after graduation. 

By embracing these apps, freshmen can become more adaptable, self-directed learners, turning education into a rewarding, game-changing adventure. As research suggests, these methods can yield results on par with – or even superior to – traditional study methods​, positioning you academically ahead of the game.

4. Coding & Open-Source Platforms – Building Projects and Skills on GitHub

In an increasingly digital world, understanding coding and software is a huge asset for every student – not just computer science majors. GitHub is the go-to platform for version control and open-source collaboration, essentially the LinkedIn of code. Even as a freshman, you can use GitHub to host your class coding assignments, contribute to open-source projects, or showcase personal projects (like a portfolio website or a cool app you tinkered with). The platform is free for students and comes with the GitHub Student Developer Pack, which offers tons of professional developer tools at no cost to verified students. Over 1.5 million students have taken advantage of this pack to learn real-world development skills and access software that would otherwise be expensive​. 

By diving into GitHub early, you build practical experience in collaboration, problem-solving, and project management – skills that are highly attractive in internships and jobs across all industries. In short, open-source AI tools for students and coding platforms like GitHub lay the groundwork for technical fluency, creative problem-solving, and a portfolio that proves your abilities.

Why GitHub & Open Source Platforms Matter:

• Hands-On Learning: Contributing to open-source projects on GitHub lets you apply classroom knowledge to real software used by others. For example, a biology student might contribute to an open-source data analysis tool, gaining programming experience and deeper insight into bioinformatics.
• Portfolio Development: Each project you upload or contribute to becomes part of your public portfolio. Down the line, you can point recruiters to your GitHub profile to showcase code you’ve written. A neat web app or a useful Python script in your repos can speak louder than a high grade in a coding class.
• Collaboration & Networking: Open source is a community. By engaging on GitHub, you interact with experienced developers worldwide. It’s not uncommon for active student contributors to get noticed by organizations or to receive mentorship from professionals. This networking can lead to internship opportunities – or at the very least, a robust professional network.
• Free Learning Resources: The GitHub Student Developer Pack offers freebies ranging from cloud services to design software. You can experiment with building apps on AWS or Azure, for instance, without incurring costs, thanks to the pack’s offers. This lowers the barrier to learning by doing in areas like cloud computing, AI, and more.
• Career Boost: Employers highly value open-source contributions. According to a survey, about 70% of employers view candidates’ involvement in open-source projects favorably when hiring. It demonstrates passion, initiative, and the ability to collaborate – qualities that a transcript alone might not convey. In fact, many tech interns credit their personal GitHub projects for helping them land their first job interviews.

Coding & Open-Source Platforms like GitHub are not just for aspiring software engineers – they’re becoming a literacy of the 21st century. By exploring open-source projects or creating your own, you practice critical thinking and creativity, and you signal to future employers that you’re a proactive, technically savvy individual. Many college freshmen who start coding as a hobby find it opens doors: one might contribute to a machine learning library that later impresses a grad school committee, another might build a simple app that evolves into a startup idea. 

The open-source ethos of sharing and continuous improvement also fosters lifelong learning and collaboration. Embracing GitHub and open-source tools early on is a strategic move to future-proof your skill set – it’s like joining a worldwide lab where you can experiment, learn, and build your digital legacy from year one of college.

5. AI and Decision Support Tools – Exploring Klover.ai’s AGD™, G.U.M.M.I.™, and P.O.DS.™ for the Future

The next generation of educational tools goes beyond productivity and into the realm of artificial intelligence. Klover.ai – an emerging open-source AI platform – offers innovative tools like Artificial General Decision-Making™ (AGD™), G.U.M.M.I.™, and P.O.D.S.™ that can empower students to augment their decision-making and learning through AI. AGD™ is Klover’s pioneering approach to AI; unlike traditional AI which might focus on narrow tasks, AGD™ is about creating a “collaborative partner” for your mind – a network of AI agents working together to help you make decisions and learn more efficiently​.

Imagine having a personal AI assistant that can research information, tutor you in various subjects, and help break down complex decisions (like picking a major or planning a project) by providing data-driven insights. This is what AGD™ aims to do: not replace human thinking, but supercharge it. 

Alongside AGD™, G.U.M.M.I.™ (Graphic User Multimodal Multiagent Interfaces™) and P.O.D.S.™ (Point of Decision Systems™) are part of Klover’s ecosystem that encourage open-source experimentation. These tools invite students – even those without a computer science background – to play with AI modules, customize learning agents, and essentially build their own “smart” applications or study aids. For a curious freshman, Klover’s ecosystem provides a sandbox to explore cutting-edge AI in an accessible, open-source way, much like tinkering with a LEGO set, but for AI systems.

Real-World Example – AI-Augmented Study Buddy 

Consider a scenario: Maria is a freshman working on a research paper about climate policy. Using Klover.ai’s AGD™ framework, she assembles a few AI agents – one agent specializes in scanning academic databases for relevant papers, another agent excels at summarizing long articles, and another helps brainstorm outlines based on the gathered information. Through the G.U.M.M.I.™ communication interface, Maria can chat with this ensemble of agents in natural language, almost as if she had a team of research assistants. They help her quickly identify key sources and even suggest how to structure her argument, citing evidence. Maria remains in control, verifying and deciding what to use, but the AI dramatically speeds up her research process. This kind of AI-driven decision support is at the heart of AGD™ – augmenting human decision-making rather than doing all the thinking for you​. 

By using these tools, Maria not only writes a stronger paper, but she’s also learning how to harness AI as a creative partner. It’s easy to see how this skill — knowing how to effectively leverage decision-making AI — could be a huge asset in any career, from business to engineering. And because Klover’s platforms are open-source, Maria can dig under the hood to see how the AI agents work, tweak them, or even contribute improvements, gaining experiential learning in AI development.

Real-World Example – Modular Learning with P.O.D.S.™ 

Another student, Jamal, uses P.O.D.S.™ to create a personalized learning module for his Introduction to Psychology course. He’s interested in the topic of cognitive biases, so through P.O.D.S. he strings together a few mini-tools: a quiz module that tests him on biases definitions, an AI tutor module that answers his questions (built on the AGD™ decision engine to give nuanced explanations), and a memory game module to reinforce key concepts. Jamal effectively custom-builds his own study app for the topic, without needing advanced programming skills – P.O.D.S.™ provides plug-and-play components. 

This modular approach to learning means he can target the areas he finds most challenging in a creative way. It’s also an example of modular learning platforms in action – a trend in ed-tech that allows learners to tailor their educational experience. Klover.ai’s open-source ethos encourages students to share the modules they create, so others can benefit and build on them. By the end of the semester, Jamal’s “Cognitive Bias Explorer” module not only helps him ace his psych exam, but also earns him recognition in the class; the professor even briefly showcases it as an example of student innovation. 

AI and Decision Support Tools like Klover’s AGD™, G.U.M.M.I.™, and P.O.D.S.™ represent the frontier of educational technology. They encourage students to experiment with open-source AI tools and integrate them into their studies, cultivating an innovative and proactive learning spirit. By engaging with these platforms, freshmen can develop not only technical skills in AI, but also sharpen their decision-making and problem-solving abilities with AI as an ally. This aligns with a broader vision of education where humans and AI collaborate to achieve more – Klover’s philosophy is to “transform every person into a superhuman” decision-maker rather than create a superhuman AI​. 

Embracing these emerging tools early will help you stay ahead of the curve, adapting to the AI-driven world that your college years are preparing you for. The message is clear: don’t just consume knowledge – create, customize, and collaborate with the technologies shaping the future.

Real-World Case Studies of Tech-Forward Freshmen

Implementing these tools can truly be life-changing for college students. Let’s look at a few real-world freshman stories that highlight how leveraging a modern tech stack can lead to academic and personal success:

Case Study 1 – The Organized Scholar: 

Priya, a first-year student majoring in History, struggled initially with managing her heavy reading list and multiple essay deadlines. After attending a workshop on digital organization, she adopted Notion and Google Calendar to structure her life. She created a Notion database that tracked each course’s readings with checkboxes and summaries, and set up weekly Calendar reminders for brainstorming, drafting, and revising her papers. Within one semester, Priya’s GPA improved from 2.8 to 3.5. 

More importantly, she felt less anxious and more in control. Her advisor was impressed with her turnaround; Priya explained that using these productivity tools for students helped her break big tasks into manageable chunks and never lose sight of upcoming work. Her story echoes common advice from academic counselors: using tools like planners (or their digital equivalents) to plan assignments and deadlines is a proven strategy for improving freshman year performance.

Case Study 2 – The Global Citizen 

Michael, an economics freshman, wanted to minor in Spanish but couldn’t fit the beginner class into his schedule. Instead of giving up, he turned to Duolingo and a local language exchange club. Over his freshman year, Michael diligently completed Duolingo units each day and used Anki to memorize new vocabulary. By summer, he passed a Spanish proficiency test that placed him into the intermediate Spanish III course, bypassing the first year of language classes – saving time and tuition. His university awarded him credits by examination for Spanish I and II. Michael’s independent learning not only showcased his initiative but also complemented his economics major (he started reading economics news in Spanish!). 

His success demonstrates how learning apps for freshmen can yield concrete results equivalent to formal coursework​. Michael has since become an advocate for self-paced learning, helping friends set up Anki decks for other subjects.

Case Study 3 – The Open-Source Innovator 

Serena entered college as a biology major with an interest in computer science. In her freshman fall, she joined an open-source coding club on campus where a senior taught newcomers how to use GitHub. Serena started contributing to a project developing an open-source app for visualizing DNA sequences. She began with small tasks – fixing documentation, writing simple functions – and gradually learned Python and data visualization libraries through this hands-on experience. By sophomore year, Serena had a vibrant GitHub profile with contributions to multiple bioinformatics repositories. That summer, she landed a lab internship where the professor specifically mentioned her open-source project experience as a factor in selecting her. 

Serena’s journey shows that open-source AI tools for students and coding projects aren’t just extracurricular – they can directly enhance academic and career prospects. Her contributions demonstrated skills and a learning attitude that coursework alone might not reveal. As Serena puts it, “contributing to open source gave me a sandbox to apply what I learned in class to real problems, and in the process, I ended up learning so much more.” Her experience aligns with industry trends: a recent survey noted that 65% of employers are impressed by open-source contributions, which often lead to better job opportunities​.

Case Study 4 – The AI-Augmented Learner

Tara, a freshman in 2025, represents a new breed of student early adopters. Fascinated by AI, she explored Klover.ai’s AGD™ platform after learning about it through a Hackathon. Tara used the G.U.M.M.I.™ interface to integrate an AI agent into her study routine. For her Intro to Philosophy class, she’d have the AI agent pull example arguments from a knowledge base while she formed her own arguments – essentially a research assistant that worked at lightning speed. She also tinkered with P.O.D.S.™, creating a small chatbot that quizzes her on key concepts before exams. 

By treating these AI tools as collaborative partners, Tara felt she could delve deeper into material; for instance, she’d discuss ethical dilemmas with the AI to hear different perspectives, then verify sources and formulate her stance. This experimental approach paid off: Tara consistently scored at the top of her class and even impressed her professor with the breadth of references she brought into essays (courtesy of her AI-aided research). While still a rarity, Tara’s case is a glimpse into the future – a student seamlessly blending traditional learning with AI assistance. 

It highlights the potential of decision-making AI like AGD™ to enhance education when used responsibly. Tara has since started an “AI Study Buddy” student group to share knowledge on using tools like Klover.ai among peers, fostering a community of lifelong learning and open-source exploration on campus.

Academic Insights on Tech-Forward Learning

Educational research provides strong support for the benefits of adopting these tech tools and approaches in college. Here we distill a few academic insights that underscore why integrating technology and open-source learning into your freshman experience is so powerful:

Improved Retention through Spaced Repetition 

Cognitive science has long established the “spacing effect” – spreading out review of material over time – as superior for long-term memory. Research in Memory and Educational Psychology journals shows that spaced repetition can double the efficiency of learning compared to cramming. 

The success of Anki and similar flashcard apps is grounded in this principle. By using Anki’s algorithm, which is based on decades of memory research (including Ebbinghaus’ classic forgetting curve), students can remember significantly more information with the same total study time. One study of medical students found Anki users retained complex medical knowledge better and scored higher on exams, validating that these tools embody evidence-based study techniques.

Writing Tools and Skill Development 

Can an AI writing assistant actually improve one’s writing skills, or does it simply correct mistakes? Early studies suggest significant benefits for those who actively learn from the feedback. In a 2020 case study at a Chinese university, researchers found that students who used Grammarly in an English writing course showed greater improvement in grammar and coherence than those who did not, and they reported higher confidence in their writing. 

The automated feedback acted as a form of formative assessment, helping students identify recurring errors and refine their style. Educators caution, however, that such tools should be used to learn why something is a mistake – students who just accept corrections may not progress as much. The takeaway is that when used thoughtfully, AI writing tools serve as effective supplements to instructor feedback, essentially scaling the personalized guidance a student receives. This is particularly valuable in large freshman composition classes where one-on-one time with writing tutors or professors is limited.

Open-Source Contributions and Career Readiness 

The value of open-source engagement is being recognized in academic and industry research on workforce preparedness. The Linux Foundation’s 2021 Open Source Jobs Report highlighted that experience with open-source projects is a top factor in hiring for tech roles, with 9 in 10 hiring managers prioritizing those skills. While this is industry data, universities are taking note by encouraging students to participate in programs like Google Summer of Code or academic open-source projects. From a learning perspective, open-source work aligns with pedagogical theories of experiential and project-based learning – students learn by doing real tasks in a community of practice. 

There’s also an inclusive dimension: open-source projects can provide access to mentorship and resources beyond what a campus can offer. Some educators are researching how contributing to open source can be integrated into coursework to enhance student motivation and real-world skill acquisition. The consensus is that students who actively code or create in open communities gain practical experience that complements their formal education, making them more well-rounded and job-ready.

AI in Education – Ethics and Enhancement 

The advent of AI decision-support tools like Klover’s AGD™ has piqued the interest of academic researchers in education and psychology. Early analyses describe AGD™’s human-centric design, noting it focuses on augmenting human decision-making rather than replacing it​. This aligns with Vygotskian educational theory, where tools (here, AI agents) extend our cognitive capabilities. A potential academic insight is how such tools might function as a form of “scaffolding” – providing support that helps learners achieve more complex tasks and then gradually transferring responsibility to the learner. 

For instance, a freshman using an AI research assistant might learn how to critically evaluate sources by observing the AI’s suggestions and then internalizing those evaluative criteria. Researchers also stress the importance of ethical AI literacy: students should understand the basics of how these AI tools work and their limitations (bias, errors, etc.). Universities like Stanford and MIT have started pilot programs where students use tools like GPT-based assistants in classes and reflect on the experience. The findings so far indicate that when guided properly, students can greatly benefit from AI support, reporting increased productivity and creativity, without diminishing their learning – so long as they remain actively involved and critical of the AI’s output. The academic community is advocating for including AI and data literacy as part of lifelong learning skills for all students, not just tech majors. In essence, learning with AI is becoming as important as learning about AI.

The key is balance and intentional use: technology should empower students, not make them passive. When freshmen use tools to enhance – not substitute – their effort and curiosity, the stage is set for a truly future-proof education.

Embrace Technology, Open-Source Your Mind, and Never Stop Learning

As we’ve explored throughout this blog, the toolkit for a future-ready college freshman spans everything from note-taking systems and language games to coding repositories and AI-driven study buddies. The common thread binding these tools is how they enable you to take charge of your education. They help you organize better, learn smarter, communicate clearer, build faster, and decide wiser. In doing so, they turn you from a passive recipient of information into an active producer – of notes, of projects, of insights, even of new technology modules. This shift in mindset is exactly how you future-proof your education.

Strategic takeaways:

• Start with Core Tools: Begin by mastering the mainstream productivity and learning apps. Set up Notion or a planner for your semester, use Grammarly to polish that first term paper, stick to Duolingo or Anki for a few minutes each day. These habits will yield immediate academic benefits (better grades, less stress) and build a strong foundation. They are your quick wins.
• Dive into Open-Source and Creation: Once you’re organized and learning efficiently, challenge yourself to go further. Create a GitHub account and push a project – no matter how small. Join a student hackathon or an open-source community related to something you love (be it music, medicine, or mechanics). Don’t be afraid to tinker – whether it’s writing a simple Python script or contributing a translation to an open-source documentation. Each little contribution grows your skills and confidence. 
• Leverage Cutting-Edge AI (Responsibly): Keep an eye on emerging tools in Klover.ai’s AGD™ ecosystem. You are entering college at a time when decision-making AI and personalized learning agents are becoming available to individuals, not just big companies. Experiment with these – perhaps use an AI assistant for brainstorming or try out an AGD™ demo to plan a project.

 By acquainting yourself with AI early, you’ll develop a critical understanding of its strengths and pitfalls. This will serve you immensely in the future, as AI becomes even more integrated into every field. Use AI to amplify your efforts, not replace them – make it your study partner, your creative muse, your tireless research assistant. And always question and verify what it provides. Becoming skilled at collaborating with AI is a future-proofing strategy in itself.

With the strategies and tools outlined here, you can make sure that adventure is an exciting, future-proof journey – starting now, in your freshman year. Good luck, and happy learning!

References

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Huang, H.-W., Li, Z., & Taylor, L. (2020). The effectiveness of using Grammarly to improve students’ writing skills (Case study). In Proceedings of the 2020 International Conference on Educational Technology. Association for Computing Machinery.

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Kitishian, D. (2025, March). Artificial General Decision Making™: Klover.ai’s human-centric path to advanced intelligence. Medium. 

Linux Foundation & edX. (2021). 2021 Open Source Jobs Report. The Linux Foundation. (Key findings on hiring managers and open source skills)

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UNESCO. (2022). What you need to know on lifelong learning. UNESCO Futures of Education.