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Story · 2:19
// THE QUOTE

what happened is i i had a kind of a chance encounter with the data scientist

Jeff Graham · Construction AI

Complete moment: a data scientist tells him his job can be automated right after his fourth kid arrives — the founding spark. Opens on setup, lands on the realization.

Full episode at 2:19How AI Is Automating Construction Estimating — And Why Atlantic Canada Trades Are in Demand Across Canada (Jeff Graham, Construction AI & Blueforce Logistics)
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THE LESSON THIS CLIP CARRIES
Supervised machine learning requires ongoing human oversight: a data scientist actively monitors failures and adjusts the model, so 'automated' tools still need domain expertise to maintain.
when it fails at its task a data scientist looks at it and goes okay why did it fail
More lessons like this ▸
THE CHAPTER IT LIVES IN
Introduction and Jeff Graham's origin story
0:04
Clips like this, every two weeks.
SOURCE: 2:19 of How AI Is Automating Construction Estimating — And Why Atlantic Canada Trades Are in Demand Across Canada (Jeff Graham, Construction AI & Blueforce Logistics)