Hardik's Notes
What we are learning.
Creativity, classrooms and AI, from a founder who is a PhD candidate in exactly this. Occasional letters, no hype.
Think Inside the Box - Try, Fail, Fix, Learn - Educators before equipment - Fit before ambition - Hardware is the reward - Creativity as a skill - Kept while it happens
All posts
- 22 September 2026
How to find the one thing that is broken
Your circuit will not light. Your code will not run. Here is the method engineers use, and it works on homework too.Read it 
22 September 2026The Arduino UNO Q, explained in five levels
The board you already know has a Linux computer in it now. Explained five times: to a child, a teen, a college student, a grad student, an expert.Read it- 4 September 2026
Think Inside the Box
The least useful advice you can give a teacher with thirty children, one room and forty minutes. The argument for working inside the limits instead.Read it 
5 June 2026Git & GitHub for Beginners: From Zero to First Commit
A hands-on Git and GitHub tutorial for complete beginners. Install it, make your first commit, push to GitHub, and learn branches, in one sitting.Read it- 5 June 2026
What Is Git? 7 Ways It Quietly Saves Your Work
Git is the quiet safety net under almost all modern software. Here is what it actually is, in plain English, and seven everyday ways it saves your work.Read it - 4 June 2026
5 Questions That Turn Any Lesson Into a Thinking Lesson
The difference between a lesson students forget and one that makes them think is often just the questions you ask. Here are five that work in any subject.Read it 
4 June 2026A Portfolio Beats a Certificate. Build One in 30 Days.
A certificate proves you showed up. A portfolio proves you can do the work. Here is a 30-day plan to build one, even if you're starting from zero.Read it
4 June 2026Attention Is All You Need: The Paper Behind Modern AI
In 2017, eight researchers published a short paper that quietly rebuilt AI. Here is what "Attention Is All You Need" actually says, in plain English.Read it
4 June 2026Can creativity be taught? What decades of research found
Most people think creativity is something you're born with. The evidence disagrees. The four kinds of creativity, and how each one is built.Read it
4 June 2026Project-based learning fails for one reason. Here’s the fix.
Most project-based learning quietly fails, and it's not the projects. It's the missing scaffolding. Here is the one fix that makes PBL actually work.Read it- 4 June 2026
Open source AI vs GPT and Claude: where the gap remains
Open models now run within a few points of GPT and Claude, at a fraction of the cost. Six charts show how far the gap closed, and where it hasn't.Read it 
4 June 2026The Skills That Survive AI: What the Evidence Shows
Most "future skills" lists are guesswork. Here is what the actual labour-market data and cognitive research show about the skills worth building in 2026.Read it
1 June 20263 reasons why your school’s innovation lab quietly failed
Most school innovation labs go quiet within a year. The real reason is the kit, what the CBSE 2027 mandate wants, and how to build a lab that lasts.Read it
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