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
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 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