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
15 October 2026An AI that fixes weather forecasts weeks ahead
A small AI add-on learns the mistakes of big weather models and corrects them. It won a global contest for forecasts two to six weeks out.Read it
13 October 2026Ten minutes of AI answers can make you give up sooner
A study of 1,222 adults found that a short session with an AI that gives answers left people solving less and skipping more once it was gone.Read it
10 October 2026Does AI help you learn, or just finish the job?
A three-month trial gave lawyers an AI drafting helper. Their work got better. Their own skill grew only for the experienced ones.Read it
8 October 2026Every AI chip on one chart: from 2 watts to a data centre
MIT Lincoln Laboratory plots AI chips by speed and power. The chart shows why a camera and a data centre need different chips.Read it
8 October 2026How Google steers an AI image maker without rebuilding it
Ask for a lizard in sunglasses and you may get a lizard with none. Google Research built a small add-on that steers the model.Read it
5 October 2026Open now: 5 contests for students (October 2026)
Five contests students in India can enter now, from a one-weekend NASA hackathon to a 10,000 dollar environment prize. Deadlines from 29 October.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
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 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 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