WEEK 07 · THE EXTRACTION AGENT, MEASURED
Now the junior analyst meets the answer key. You build extract/agent.py with two brains, a frontier model through the API and a local Qwen on your 3050, plus a fake brain for tests. Then you do the thing that distinguishes an AI scientist from an AI enthusiast: you measure it per field, not as one flattering average. It will be very good at "organism" and bad at "working volume", and that unevenness is the finding. …
THE NEXT BLOCK
Statistical Rethinking 2024, lectures 1-2 (YouTube, from github.com/rmcelreath/stat_rethinking_2024) or Murphy, Probabilistic Machine Learning: An Introduction, ch. 2 — probml.github.io/pml-book/book1.html (75 min). Pick Rethinking if you want stories; Murphy if you want equations
In: LABLOOP-W06 Notebook
By Sunday you should be able to say: “I can read my own F1 table aloud, say why the worst field fails, and explain why tuning on the gold set is dangerous.”
MOMENTUM
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