cj

"Managing Data Progress and Possibilities"

Jan 9, 2024 - 7:22amSummary: I've realized that I don't need immediate answers and having a progress update by Friday, such as a screenshot, will suffice to indicate we're on track. By Friday, if we haven't achieved this, we'll need to reassess our progress and consider whether we are closer to our goal. The possible expansion to different data sources is a concern, and I'm contemplating an 'agential' architecture where agents manage different types of data. To effectively answer questions with available data, we might use a system that assembles JSON objects, but how to handle various embedding spaces for different data types like audio or text remains uncertain.

Transcript: One thing that I just realized for myself is I don't need to have the answer to the question today. And if I could have the answer to the question by Friday, my original goal, that would be good enough. I don't need to have an MVP by Friday. I just want to have a screenshot by Friday. If I can have that, then I think we are moving towards something. If by Friday we do not have it, then that's a different issue. I guess at that point, we have to reevaluate based on where we're at. Are we any closer? Are we in the same place? And this is even before extending out data sources, which is something I'm mildly concerned about, how to make that really good and possible. I think given the framework and structure of what I have currently, it should be possible if we can answer the questions in this context, but it also may not be. And that is something that I'm going to have to think about and probably contend with in some way. And perhaps this is where I need to think about some agential type architecture where we kind of have agents for effectively kinds of data or something like that. I'm not sure. Where if you need to collect or collate some data, basically they are the ones containing the knowledge of the structures, something to that degree. Basically, how would you access those kind of pieces of information? And again, maybe the pipeline of assembling JSON objects is kind of the way that you do that, of like, okay, if I had this JSON object and I had that JSON object, I can answer this question effectively. Maybe that's a way of going about it. And maybe that's something to try in the sense like having an audio retriever and what data is embedded, what those embeddings mean, you know, blah, blah, blah. And maybe that's the same for, say, text messages or journals or whatever. Maybe those are in the same embedding spaces or maybe they're in different embedding spaces. That I'm not quite sure about yet. I suspect sometimes you'll want them to be in the same embedding space and I suspect other times you will not. So this is just like my first little attempt at thinking about this.

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