"Are we all early or right on time?" Yes.

@Yucky Yuckyyyy Bruh, you are unhinged and I love it.

@Curtis Hays not sure if this is relevant to your question.

@Arian Kashir Curtis has an ongoing project currently involving developing an MCP for one of his use cases. So I was just tagging him in this to see if it would be helpful to his context.

@Ruben Aguirre

LLMs in their current state have democratized the world you speak of to people like me who need the benefit of those tools without having to put in the time investment of learning software development, coding languages, etc. In many ways I'm outsourcing the technical work to something that can do it much more efficiently because my time and knowledge are better spent on taking that data, applying it to my specific business context to make decisions for said business. My brain holds the business context and my job is to ask the quality questions to get the quality output that I need to help me solve those problems. With that being said it's also my responsibility to do my due diligence to check and confirm that the output is correct and sufficient. A practical example: could I take a Google business analytics or business intelligence course to learn SQL and all types of analytics? Yes. Or I could bring my business context to a conversation with an LLM and then allow it to run analytics on a spreadsheet, after which I apply my brain to make a decision. I can feed six spreadsheets to Claude, for example, and it can cross-reference, identify patterns, discover edge cases and outliers, and provide recommendations. Then I can look at it and say, "Yeah, that's right" or "No, it missed it there." The point is it can process the spreadsheets infinitely faster than I could. And therein lies the beauty and the efficiency. And this is where domain expertise is immensely important and why AI can truly 100x someone's expertise. A software developer with that domain knowledge can exponentially increase their output as a developer while maintaining the ability to audit it. Similarly, as a operations manager I can tackle immensely more tasks and make much more rapid decisions by utilizing these tools. At the end of the day proper usage of AI comes down to a human in the loop with the right context.

This is purely a communication preference of mine but I really like a top-line summary or BLUF (Bottom line, up front). As there is so much noise out there, giving readers the ability to quickly know if this is relevant to their use case is immensely valuable. Anything that values someone's time and attention is a win in my opinion.