For the second use case, I can easily see how effectively prompting a model can boost productivity. A few months ago, I had to work on implementing a Docker registry client and I had no idea where to begin, but prompting a model and then reviewing its code, and asking for corrections (such as missing pagination or parameters) allowed me to get said task done in an hour.