Agreed! And I hope that we see the principles emerge in many other frameworks to make all our lives a little bit simpler

the bitter lesson comes for us all, unfortunately!

Thank you! Let me know if anything could be more clear, always something I can improve here I'm sure :)

You can see many people saying this in the comments :). I personally think this misses the core of what Dspy "is".

Dspy encourages you to write your code in a way that better enables optimization, yes (and provides direct abstractions for that). But this isn't in a sense unique to Dspy: you can get these same benefits by applying the right patterns.

And they are the patterns I just find people constantly implementing these without realizing it, and think they could benefit from understanding Dspy a bit better to make better implementations :)

I think many people have the same experience! And that's the point I'm trying to make. There are patterns here that are worth adopting, whether or not you're using Dspy :)

I think the reality is that prompt optimization is one of the only "legible benefits" (ie easy to understand why its valuable).

But I think it misses the point of what Dspy "is". It's less that Dspy is about prompt optimization and more that, Dspy encourages you to design your systems in a way that better _enables_ optimization.

You can apply the same principles without Dspy too :)

I think automatic optimization is valuable, but it's not what Dspy "is"; you can see this consistently through @lateinteraction's tweets.

And hopefully it's clear enough from the post: I'm not necessarily suggesting people use Dspy, just that there are important lessons to take with you, even if you don't use it :)

The "whole product" idea here makes a lot of sense to me. I think this is often a big barrier to adoption for sure!

yeah this is the main point I wanted to get across! I rarely recommend people to use Dspy; but I think Dspy is often so polarizing that people "throw out the baby with the bathwater". They decide not to use Dspy, but also don't learn from the great ideas it has!

This is very true! I could have been more careful/precise in how I worded this. I was really trying to just get across that it's in a sense easier than some tasks that can be much more open ended.

I'll think about how to word this better, thanks for the feedback!