Comprehension debt

The ticking time bomb of AI-generated code.

“It’s not about using ‘AI’, it’s about being seen to use ‘AI’. Look at us! We’re cutting edge!”

Rely on AI and get left behind

Who will fix code no one understands anymore?

AI makes engineering more important

Say 71% of developers/engineering leaders.

C.R.E.S.S. principles for context engineering

”Test them for yourself and see what difference they make.”

“The developers who’ll be in highest demand in this age of AI will be the ones who don’t need it.”