I am working through the weekend to finish some algorithms for a demo one of our sales people needs to do on Monday. The purpose of the demo is to show that we can measure bacteria in images with sufficient precision and enough features (contour roughness, 3-D, inferences, shape analysis, texture analysis, etc.) to inform the customers about the things they want to know including differentiation of bacteria types, size, growth rates, etc. Honestly, I love doing this kind of task. It seems like when there are “hair-on-fire” moments, ideas seem to percolate a bit more than at other times. I think that might be because as the results from one algorithm are available, the knowledge derived from that can inspire new ideas.