With all the hype surrounding machine learning whether its with self driving cars or LLMs, there is a big elephant in the room which not a lot of people are talking about. Its not the danger of ChatGPT taking your jobs or deepfakes or the singularity. Its instead about how neural networks can be attacked. This blog post attempts to throw some light on the topic.