top of page
Hands and voices: Democracy Day from a Saturday classroom in Manassas
Today is the International Day of Democracy. CAIRN's work is simple: the people who live with a problem should help research it, write it down, and speak.
Edith Campbell Mbuyi
Sep 152 min read
If AI is so smart...
If AI is so smart, why does it still fail at common sense, public services, and real community problems? We test the tools, the claims, and the systems.
Edith Campbell Mbuyi
Sep 142 min read
Join the CAIRN Think Tank
A 90-day community research studio. Fellows study local problems with AI as an assistant, then publish a short brief.
Edith Campbell Mbuyi
Sep 61 min read
The next breakthrough may come from a Saturday classroom in Manassas
Substack issue 1. GSA-CAIRN is building tutoring, research, and public writing from one local room, not from inflated global claims.
Edith Campbell Mbuyi
Sep 61 min read
CAIRN Podcast: Community, AI, and Research
A biweekly 20 to 30 minute show. The problem. Who lives it. What we tried. What we still do not know.
Edith Campbell Mbuyi
Sep 61 min read
Saturday School Tutoring at GSA-CAIRN
An 8-week Saturday tutoring cohort in Manassas and online. Human tutors plus Khanmigo. Twelve seats per cycle.
Edith Campbell Mbuyi
Sep 61 min read
Does AI require a new degree or a New Skill?
Understanding AI Education Requirements AI does not necessarily require a new degree, but acquiring new skills is often essential for those looking to work in the field. Here are some considerations: 1. Existing Degrees - Many professionals in AI come from backgrounds in computer science, mathematics, engineering, or statistics. - A degree in these fields provides a strong foundation for understanding AI concepts. 2. New Skills - Skills in programming languages such as Pyt
Edith Campbell Mbuyi
Sep 41 min read


Edith Campbell Mbuyi
Aug 140 min read


Understanding the Role of Global Unity Supporters
When we think about building a fairer and more inclusive world, the idea of unity often comes to mind. Unity is not just a feeling; it’s a powerful force that connects us across borders, cultures, and experiences. As someone deeply passionate about creating opportunities for everyone, I want to share how supporters of global unity play a vital role in this journey. They are the bridge builders, the encouragers, and the changemakers who help communities thrive by fostering con
Edith Campbell Mbuyi
Aug 144 min read


Mark Zuckerberg on AI and New Jobs Skills Salaries and Future Career Paths
AI raises a hard question for almost every worker: if machines can write, code, answer questions, generate images, and handle routine tasks, what happens to jobs? Mark Zuckerberg has taken a clear view in public comments about this shift. He has argued that AI will not only automate work, but also create new kinds of work, much like earlier waves of technology did. His broader point is that AI can make people more productive, help small businesses operate with fewer barriers,
Edith Campbell Mbuyi
Aug 1410 min read


If AI Is So Smart, What Does It Mean for Social Justice and the CAIRN Initiative?
Artificial intelligence often arrives wrapped in big promises. It will predict, sort, translate, detect, generate, and decide. The podcast “If AI is so smart...” begins with a more honest question: smart for whom? That question sits at the heart of the series and its connection to the CAIRN Initiative, sponsored by Global Solidarity Advocates. The podcast treats AI not as a shiny tool floating above society, but as a system built inside society. It reflects power, data gaps,
Edith Campbell Mbuyi
Aug 128 min read


How AI and Saturday School Are Closing Learning Gaps for Students Who Need It Most
A student who falls behind in third-grade reading may not simply “catch up” with more time. The gap can grow year after year, especially when life outside the classroom makes learning harder. For many families, private tutoring is out of reach. Internet access may be unreliable. Parents may work late shifts. A student learning English may need more time to process lessons. A child with dyslexia, ADHD, or another learning difference may need instruction that moves at a differe
Edith Campbell Mbuyi
Jul 2910 min read


Discover Tech Tool Tuesday: Unleashing Weekly Tech Insights and Practical Applications
Technology evolves rapidly, and keeping up with the latest tools can feel overwhelming. What if you had a reliable source that breaks down useful tech tools every week and shows you how to apply them in your daily life or work? That’s exactly what Tech Tool Tuesday aims to do. This new weekly feature will introduce you to a variety of technology tools, explain their benefits, and provide practical tips to help you get the most out of them. Tech Tool Tuesday weekly feature sho
Edith Campbell Mbuyi
Jul 284 min read


The Art of Effective Communication in Everyday Life
Effective communication is a skill that transcends professional boundaries and seeps into our daily interactions. Whether you are engaging in a casual conversation with a friend or presenting an idea to a group, the ability to convey your thoughts clearly and persuasively is invaluable. In this blog post, we will explore the nuances of effective communication, its importance, and practical strategies to enhance your skills. Understanding Effective Communication Effective comm
Edith Campbell Mbuyi
Jul 204 min read


The Role of AI in Education and Khan Academy's Mission
The Impact of AI in Education and the Vision of Khan Academy Artificial intelligence is revolutionizing education by personalizing learning experiences, enhancing engagement, and providing students with tailored support. Khan Academy stands at the forefront of this transformation, committed to delivering a world-class education to anyone, anywhere. By integrating AI into its platform, Khan Academy not only simplifies complex concepts but also empowers learners to progress at
Edith Campbell Mbuyi
Jul 203 min read
bottom of page