Local model - Augury, that genuinely help farmers make better farming decisions: Some evening tweaks on Augury @OpenBMB model. Here are the highlights, I believe we will reach 90%+ plant id accuracy by the end of the weekend. - Photo ID went from 71.8% to 80.2% top-1 by merging duplicate species keys and adding PCA whitening. - The formatter invented pH numbers in 7 of 20 answers; it now invents none because a structural pass catches and neutralises them. - The old 0.80 confidence threshold was backwards — precision peaks at 0.65 and falls above 0.75. - Australian species with soil data went from 188 to 221, including Paterson's curse and serrated tussock. - The extractor now resolves all 11 names that previously failed, via 158 curated common names. - Management questions like "what herbicide for lantana?" now decline instead of answering off-topic. - Two claims in my earlier report were wrong and are now corrected with visible notices. - 90% top-1 was not reached, and the measured reason is the encoder on CPU, not the method. We keep on going! Weeds as indicators model is improving. Next step - create a GUI wrapper so it can be shipped to those who will use it - farmers on their phone.