I spent two weeks building a computer vision component to estimate how full a plastic container is...
I spent two weeks building a computer vision component to estimate how full a plastic
container is from drone imagery. Translucent white containers, whitish chemical product
inside, shot obliquely from a drone during field inspections.
The headline number looked good: mean absolute error of 0.055 on fill fraction, Pearson
correlation of 0.97. Then I audited my own evaluation and found that 38 of my 46 test
Every failure I am about to describe produced a clean run. No exception, no stack trace, no red...
The scary 2026 stat isn't the 340% surge in prompt injection or the 88% of orgs reporting agent...
I trained a model that scored 4 percentage points better than the one I ship. It's gone. I deleted it...
A fine-tuned AI model was a star pupil on the benchmark, then started mixing up subjects and flipping negations the moment I put…
Model collapse has moved from academic curiosity to a real engineering constraint. Here is how it happens mechanically, why the…
My anomaly detector just scored a perfect 1.000 AUC. Caught every bad sample, zero false...
