WEEK 09 · FERMLIT AT SCALE
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…
THE NEXT BLOCK
Monday build block · Read it inside Monday's build block
Build-block reading · Luttmann et al. (2012), "Soft sensors in bioprocessing: a status report and recommendations", Biotechnology Journal 7(8):1040-1048. The reference framing for your soft-sensor section
In: LABLOOP-W08 Notebook
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.”
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2026-09-29 18:29 Finished: SciPy docs, scipy.integrate.solve_ivp2026-09-29 17:44 Finished: LearnChemE (CU Boulder) · "Monod Cell Growth Example (Bio)"2026-09-28 22:11 Finished: Crash Course Biology #3 · "Biological Molecules2026-09-28 21:50 Finished: OpenStax Biology 2e2026-09-25 11:16 Finished: OpenStax Biology 2e