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Navigating the "Agent Problem": Seeking Efficiency and Streamlined Solutions

Jan 10, 2024 - 12:58pmSummary: The author is contemplating solutions to the "agent problem" they are facing, expressing frustration over the repetitive task of rewriting prompts. They consider whether using a spreadsheet might streamline the process, hypothesizing that it could be a better framework for organizing tasks without constant coding. The person believes that an approach involving spreadsheets, possibly in combination with tools like Microsoft's Autogen, could reduce costs and increase efficiency by avoiding the need to insert excessive code into context windows. Although their current results are almost satisfactory, they are determined to find an architecture that streamlines the process while achieving the desired outcomes without overloading the system prompts.

Transcript: One of the things that I'm thinking about right now is, as I'm trying to solve this agent problem and I'm working through it with myself, I'm getting really, really tired of having to basically rewrite prompts. And it's like a bunch of manual work, effectively. And I'm wondering, does a spreadsheet effectively allow you to, you know, modify things and get results a little bit quicker? And then you also don't have to be in code, you're at the level of a spreadsheet. And you're just saying like, here's my team, here's my team leader, and like, anytime something is unknown, go to the team leader to figure it out, more or less. And I don't know if this is a good framework yet. I mean, it seems to be related to Microsoft's Autogen. Again, maybe it's really worth experimenting with Autogen in this. And maybe that's good enough, is like just having like a literal CSV that we're editing, and then pulling that into Python to pull everything together. We have the data in a JSON blob already, so I can feasibly import that into Python to experiment with this. That is certainly something on the table, because, yeah, needing to model this architecture at least a little bit seems extremely important. So I guess we will see kind of what that's like. And one of the big, big things is, oh my goodness, it is very expensive to have really large system prompts. And I think like trying to solve this in such a specific way, like I have been, is just probably blowing up the cost in some way. Maybe, maybe not. But I think maybe each one is trying to do something too specific, and it's just not quite working. So I'm wondering like if there's a better architecture to do this. I'm a bit uncertain still. Like we know certain things work. And I know my results are getting like quite close. For me, they're not satisfactory, but they're quite close. So just gonna continue to think and figure out like what needs to be done and how to orchestrate these things in such a way where it doesn't just like shove a bunch of things into context windows unnecessarily. That's like something that I'm really trying to avoid is just like dumping code into context windows. The more we cannot do that, the better. So let's see what we can do.

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