Scaling is where program managers shine and scientists often stumble. Going from 50 to 2,000 papers is not "run the loop 40 times"; it is a production run with a budget, a quality floor and a cost table. You set the floor in week 7 (the minimum F1 you accept); now you choose the cheapest backend that clears it, exactly like choosing a supplier who meets the spec at the lowest price. When the 2,000 JSONs land, you bu…
If you only do one thing this week: the completeness table
Saturday sandbox
· after Deisenroth, Faisal & Ong, Mathematics for Machine Learning, ch. 10 "Dimensionality Reduction wit…
Ninja Nerd · glycolysis and Krebs cycle lectures (long, whiteboard) — channel search by title, only if respiration is still abstract. (verify) no fixed video ID recorded
By Sunday you should be able to say: “I can say what fraction of 2,000 fermentation papers report each key parameter, and why that number is trustworthy.”